id large_stringlengths 12 12 | messages listlengths 3 3 | target_layer large_stringclasses 17
values | slice_type large_stringclasses 7
values | sst int64 0 5 | sd large_stringclasses 5
values | use_case large_stringclasses 116
values | sector large_stringclasses 17
values | region large_stringclasses 49
values | latency_ms float64 0 1k | reliability_pct float64 0 100 | dl_throughput_mbps float64 0 2k | ul_throughput_mbps float64 0 1k | max_ues int64 0 1M | lifecycle_operation large_stringclasses 9
values | original_split large_stringclasses 2
values | source_dataset large_stringclasses 1
value | source_dataset_revision_note large_stringclasses 1
value | dataset_version large_stringclasses 1
value | is_augmented bool 1
class | augmentation_type large_stringclasses 1
value | source_id large_stringlengths 12 12 | conversation_type large_stringclasses 1
value | system large_stringclasses 15
values | prompt large_stringlengths 11 315 | completion large_stringlengths 184 4.25k | prompt_normalized large_stringclasses 811
values | prompt_template_id large_stringclasses 811
values | scenario_id large_stringlengths 20 20 | json_structure_id large_stringclasses 31
values | json_root_family large_stringclasses 11
values | messages_format_valid bool 1
class | assistant_is_valid_json bool 1
class | slice_sst_valid bool 1
class | kpi_profile_valid bool 1
class | semantic_rule_valid_v1 bool 1
class | recommended_max_seq_length int64 2.05k 2.05k | qwen3_chat_template_tokens int64 120 1.32k | fits_2048_qwen3 bool 1
class | fits_4096_qwen3 bool 1
class | sampling_weight_region_balanced float64 0.01 0.08 | sampling_weight_lifecycle_balanced float64 0 0.07 | sampling_weight_recommended float64 0.01 0.78 | research_split stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0119609ddc97 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | mMTC | 3 | 000003 | hazmat incident command | public_safety | Factory Complex A | 30 | 99.9 | 10 | 0.1 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 0119609ddc97 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Deploy a massive machine-type communications slice for hazmat incident command. Area: Factory Complex A. Device density: 50000 endpoints. Aggregate throughput: 10 Mbps DL, 0.1 Mbps UL. Latency: up to 30 ms acceptable. Reliability: 99.9%. | {
"a1Policy": {
"policyId": "a1-pol-mmtc-91bf10",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-mmtc-d3af01",
"cellId": "cell-086",
"sNSSAI": {
"sst": 3,
"sd": "000003"
}
},
"qosObjectives": {
"gfbr": 10,
"mfbr": 1... | deploy a massive machine-type communications slice for <use_case>. area: <region>. device density: <num> endpoints. aggregate throughput: <num> mbps dl, <num> mbps ul. latency: up to <num> ms acceptable. reliability: <num>%. | tpl_4bd502204cbc | scn_2fd5eb80d24bdf18 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 448 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
121f8ab9ca89 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | mMTC | 3 | 000001 | concrete pour monitoring | construction | Building Development Zone | 50 | 90 | 0.5 | 0.5 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 121f8ab9ca89 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Configure an mMTC slice at Building Development Zone for concrete pour monitoring. We expect to connect 1000 sensors/devices with modest throughput needs (0.5 Mbps DL, 0.5 Mbps UL) but high density. Latency up to 50 ms is fine. Target 90% delivery rate. | {
"a1Policy": {
"policyId": "a1-pol-mmtc-05d48c",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-mmtc-771aa3",
"cellId": "cell-074",
"sNSSAI": {
"sst": 3,
"sd": "000001"
}
},
"qosObjectives": {
"gfbr": 0.5,
"mfbr": ... | configure an mmtc slice at <region> for <use_case>. we expect to connect <num> sensors/devices with modest throughput needs (<num> mbps dl, <num> mbps ul) but high density. latency up to <num> ms is fine. target <num>% delivery rate. | tpl_b097e8c92e2a | scn_51dbaa023f057ee0 | jsonstruct_13d63d703d090da4 | a1Policy | true | true | true | true | true | 2,048 | 444 | true | true | 0.062137 | 0.004994 | 0.062137 | train_base |
eb039b1f9e45 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | V2X | 4 | 000002 | customer analytics sensing | retail | Retail Distribution Hub | 3 | 99.9999 | 25 | 75 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | eb039b1f9e45 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Deployment notice: customer analytics sensing in Retail Distribution Hub demands a V2X-optimized slice with ≤3 ms latency, 25 Mbps DL, 75 Mbps UL, and 100 node capacity. | {
"id": "intent-5e84608591ff",
"href": "/tmf-api/intentManagement/v4/intent/intent-5e84608591ff",
"name": "V2X Slice - Customer Analytics Sensing",
"description": "Intent for customer analytics sensing at Retail Distribution Hub with V2X service level",
"lifecycleState": "Active",
"priority": 1,
"intentEx... | deployment notice: <use_case> in <region> demands a v2x-optimized slice with ≤<num> ms latency, <num> mbps dl, <num> mbps ul, and <num> node capacity. | tpl_0c9995d6ce51 | scn_db8dbff7e27ab4a8 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,271 | true | true | 0.057354 | 0.004994 | 0.057354 | train_base |
3ada2ae4e0e2 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | V2X | 4 | 000002 | high-frequency trading edge | finance | Trading Floor Zone | 5 | 99.99 | 300 | 75 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3ada2ae4e0e2 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Could you set up a vehicular communications slice for high-frequency trading edge in Trading Floor Zone? It should have a latency cap of 5 ms, support 300 Mbps DL and 75 Mbps UL throughput, and be capable of connecting up to 100 vehicles. | {
"id": "intent-9ac3de690265",
"href": "/tmf-api/intentManagement/v4/intent/intent-9ac3de690265",
"name": "V2X Slice - High-Frequency Trading Edge",
"description": "Intent for high-frequency trading edge at Trading Floor Zone with V2X service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpre... | could you set up a vehicular communications slice for <use_case> in <region>? it should have a latency cap of <num> ms, support <num> mbps dl and <num> mbps ul throughput, and be capable of connecting up to <num> vehicles. | tpl_54e24d82625b | scn_896570c478df8637 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,285 | true | true | 0.05698 | 0.004994 | 0.05698 | train_base |
ffadff7f126f | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | MPS | 5 | 000004 | EV charging coordination | automotive | Urban Traffic Zone | 30 | 99.999 | 75 | 25 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | ffadff7f126f | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Please provision an emergency services network slice for EV charging coordination located in Urban Traffic Zone. Key requirements: Max latency 30 ms, 75 Mbps DL, 25 Mbps UL, with support for 50 devices prioritized for highest ARP. | {
"zsmIntent": {
"intentId": "zsm-intent-bfdba09d6bd7",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-df0e67",
"ownerType": "ManagementFunction",
"ownerDomain": "automotive_management"
},
"intentExpression": {
"objectives": [
{
"objectiveId... | please provision an emergency services network slice for <use_case> located in <region>. key requirements: max latency <num> ms, <num> mbps dl, <num> mbps ul, with support for <num> devices prioritized for highest arp. | tpl_313aee639189 | scn_b1f35abec0b04fd6 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 882 | true | true | 0.054393 | 0.004994 | 0.054393 | train_base |
4414f73f034d | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | URLLC | 2 | 000003 | site drone surveying | construction | Healthcare Park | 5 | 99.999 | 100 | 150 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 4414f73f034d | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | We require a URLLC-grade slice in Healthcare Park for site drone surveying. Performance envelope: 5 ms max latency, 99.999% min reliability, 100 Mbps/150 Mbps DL/UL, serving up to 20 UEs. | {
"a1Policy": {
"policyId": "a1-pol-urllc-1a0513",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-urllc-d1bc6d",
"cellId": "cell-022",
"sNSSAI": {
"sst": 2,
"sd": "000003"
}
},
"qosObjectives": {
"gfbr": 100,
"mfbr"... | we require a urllc-grade slice in <region> for <use_case>. performance envelope: <num> ms max latency, <num>% min reliability, <num> mbps/<num> mbps dl/ul, serving up to <num> ues. | tpl_bc17c9d90fe4 | scn_a6c0171cc7444cca | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 443 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
58eea8b1be6c | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | eMBB | 1 | 000003 | logistics convoy tracking | defense | Industrial Zone North | 100 | 99 | 100 | 150 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 58eea8b1be6c | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Deploy an eMBB slice in Industrial Zone North optimized for logistics convoy tracking. The service must guarantee 100 Mbps downstream, 150 Mbps upstream, with end-to-end latency not exceeding 100 ms. Reliability target is 99.0%. Maximum 50000 users. | {
"intent": {
"id": "intent-eMBB-57963e469d76",
"name": "Logistics Convoy Tracking eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-81d867909de3",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLIC... | deploy an embb slice in <region> optimized for <use_case>. the service must guarantee <num> mbps downstream, <num> mbps upstream, with end-to-end latency not exceeding <num> ms. reliability target is <num>%. maximum <num> users. | tpl_954037d24f92 | scn_b48c4e7d50194cb4 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 724 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
3b045d933302 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | eMBB | 1 | 000003 | cooperative collision avoidance | automotive | Hospital Campus | 80 | 99.99 | 300 | 200 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3b045d933302 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Configuration request: Establish a slice for cooperative collision avoidance in Hospital Campus with 300 Mbps downlink, 200 Mbps uplink, and a latency threshold of 80 ms for 5000 users. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 80,
"reliability": 99.99,
"throughput": {
"downlink": 300,
"uplink": 200
},
"maxNumberOfUEs": 5000
},
"areaOfService": {
"region": "Hospital Campus",
"center": {... | configuration request: establish a slice for <use_case> in <region> with <num> mbps downlink, <num> mbps uplink, and a latency threshold of <num> ms for <num> users. | tpl_4b500c9b0167 | scn_7f87817cc57aed45 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 402 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
572eac3ebace | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | mMTC | 3 | 000003 | autonomous ship navigation | maritime | Harbor Zone A | 30 | 95 | 0.5 | 5 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 572eac3ebace | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Configure an mMTC slice at Harbor Zone A for autonomous ship navigation. We expect to connect 10000 sensors/devices with modest throughput needs (0.5 Mbps DL, 5 Mbps UL) but high density. Latency up to 30 ms is fine. Target 95% delivery rate. | {
"zsmIntent": {
"intentId": "zsm-intent-0fbad1fb80da",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-576936",
"ownerType": "ManagementFunction",
"ownerDomain": "maritime_management"
},
"intentExpression": {
"objectives": [
{
"obje... | configure an mmtc slice at <region> for <use_case>. we expect to connect <num> sensors/devices with modest throughput needs (<num> mbps dl, <num> mbps ul) but high density. latency up to <num> ms is fine. target <num>% delivery rate. | tpl_b097e8c92e2a | scn_2de4ac1bb10b9249 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 906 | true | true | 0.057166 | 0.004994 | 0.057166 | train_base |
6a70e547f192 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | MPS | 5 | 000004 | search and rescue communications | public_safety | Border Sector C | 15 | 99.9999 | 25 | 75 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6a70e547f192 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | To support search and rescue communications in Border Sector C, a network slice is required with the following specs: 15 ms max latency, 25 Mbps DL, 75 Mbps UL, and capacity for 100 devices. | {
"id": "intent-96f5ae2fe755",
"href": "/tmf-api/intentManagement/v4/intent/intent-96f5ae2fe755",
"name": "MPS Slice - Search And Rescue Communications",
"description": "Intent for search and rescue communications at Border Sector C with MPS service level",
"lifecycleState": "Active",
"priority": 2,
"inte... | to support <use_case> in <region>, a network slice is required with the following specs: <num> ms max latency, <num> mbps dl, <num> mbps ul, and capacity for <num> devices. | tpl_d361904e696e | scn_ffb56e6efd1d13c4 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,273 | true | true | 0.057735 | 0.004994 | 0.057735 | train_base |
814b99581b3b | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000003 | ATM network management | finance | Hospital Campus | 0.5 | 99.9999 | 300 | 75 | 10 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 814b99581b3b | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | For our ATM network management project in Hospital Campus, kindly provision a network slice that ensures a latency of 0.5 ms, supports 10 devices, and provides 300 Mbps down and 75 Mbps up. | {
"id": "intent-51d8c0146f85",
"href": "/tmf-api/intentManagement/v4/intent/intent-51d8c0146f85",
"name": "URLLC Slice - Atm Network Management",
"description": "Intent for ATM network management at Hospital Campus with URLLC service level",
"lifecycleState": "Active",
"priority": 1,
"intentExpression": {... | for our <use_case> project in <region>, kindly provision a network slice that ensures a latency of <num> ms, supports <num> devices, and provides <num> mbps down and <num> mbps up. | tpl_907fe782021f | scn_300ff3e3c38dc48b | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,272 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
3c58dbc37c11 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | mMTC | 3 | 000003 | traffic light orchestration | smart_city | Medical Center District | 100 | 90 | 5 | 5 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3c58dbc37c11 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Our smart_city IoT deployment needs a network slice for traffic light orchestration at Medical Center District. Capacity: 1000 devices. Bandwidth: 5/5 Mbps DL/UL. Acceptable latency: 100 ms. Required reliability: 90%. | {
"zsmIntent": {
"intentId": "zsm-intent-9176fd7c517e",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-9cd78f",
"ownerType": "ManagementFunction",
"ownerDomain": "smart_city_management"
},
"intentExpression": {
"objectives": [
{
"ob... | our <sector> iot deployment needs a network slice for <use_case> at <region>. capacity: <num> devices. bandwidth: <num>/<num> mbps dl/ul. acceptable latency: <num> ms. required reliability: <num>%. | tpl_7968b1076a91 | scn_1f687470f1e56a47 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 894 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
d4c44b8372f0 | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | eMBB | 1 | 000003 | greenhouse climate automation | agriculture | Factory Complex A | 80 | 99.9 | 1,000 | 100 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | d4c44b8372f0 | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | To support greenhouse climate automation in Factory Complex A, we are requesting a network slice with the following specifications: 1000 Mbps DL, 100 Mbps UL, latency below 80 ms, and capacity for 500 devices. | {
"ManagedElement": {
"id": "gNB-021",
"GNBDUFunction": {
"id": "DU-023",
"gNBId": 21,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-023-010",
"cellLocalId": 10,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef... | to support <use_case> in <region>, we are requesting a network slice with the following specifications: <num> mbps dl, <num> mbps ul, latency below <num> ms, and capacity for <num> devices. | tpl_6b9857d412bb | scn_4b48591d682ee8da | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 548 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
174348a4cfda | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | eMBB | 1 | 000002 | BIM model synchronization | construction | Hospital Campus | 20 | 99.99 | 200 | 100 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 174348a4cfda | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Our construction division requires a broadband network slice for BIM model synchronization at Hospital Campus. Target KPIs: 200 Mbps DL throughput, 100 Mbps UL, maximum 20 ms latency, 99.99% availability, supporting 1000 endpoints. | {
"a1Policy": {
"policyId": "a1-pol-embb-dca756",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-embb-e9ce53",
"cellId": "cell-086",
"sNSSAI": {
"sst": 1,
"sd": "000003"
}
},
"qosObjectives": {
"gfbr": 200,
"mfbr": ... | our <sector> division requires a broadband network slice for <use_case> at <region>. target kpis: <num> mbps dl throughput, <num> mbps ul, maximum <num> ms latency, <num>% availability, supporting <num> endpoints. | tpl_eb0413d19dc8 | scn_de307c08862b4d41 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 441 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
4f0056e35648 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | URLLC | 2 | 000002 | hazmat incident command | public_safety | Border Sector C | 3 | 99.9999 | 150 | 150 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 4f0056e35648 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Our public_safety operation requires an ultra-reliable connection for hazmat incident command. Deploy at Border Sector C with sub-3 ms latency, 99.9999% packet delivery reliability, 150 Mbps downlink, 150 Mbps uplink, 100 max UEs. | {
"zsmIntent": {
"intentId": "zsm-intent-20c07b8f456a",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-06e47f",
"ownerType": "ManagementFunction",
"ownerDomain": "public_safety_management"
},
"intentExpression": {
"objectives": [
{
"objectiv... | our <sector> operation requires an ultra-reliable connection for <use_case>. deploy at <region> with sub-<num> ms latency, <num>% packet delivery reliability, <num> mbps downlink, <num> mbps uplink, <num> max ues. | tpl_418bc6d4f22c | scn_61920cc723a41e72 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 913 | true | true | 0.057735 | 0.004994 | 0.057735 | train_base |
3d5a7fc0b61d | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000001 | AMBER alert broadcast system | public_safety | Factory Complex A | 0.5 | 99.9999 | 300 | 50 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3d5a7fc0b61d | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | URGENT: AMBER alert broadcast system at Factory Complex A demands a URLLC slice with E2E latency ≤0.5 ms, 300 Mbps DL, 50 Mbps UL, and max 20 UEs. | {
"id": "intent-201304525cab",
"href": "/tmf-api/intentManagement/v4/intent/intent-201304525cab",
"name": "URLLC Slice - Amber Alert Broadcast System",
"description": "Intent for AMBER alert broadcast system at Factory Complex A with URLLC service level",
"lifecycleState": "Active",
"priority": 1,
"intent... | urgent: <use_case> at <region> demands a urllc slice with e2e latency ≤<num> ms, <num> mbps dl, <num> mbps ul, and max <num> ues. | tpl_30662612f46e | scn_892d9313a91969b9 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,282 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
503aa786d9e5 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000002 | remote vehicle teleoperation | automotive | Hospital Campus | 2 | 99.999 | 200 | 10 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 503aa786d9e5 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | We require a URLLC-grade slice in Hospital Campus for remote vehicle teleoperation. Performance envelope: 2 ms max latency, 99.999% min reliability, 200 Mbps/10 Mbps DL/UL, serving up to 1000 UEs. | {
"id": "intent-0d9e4d4ad18f",
"href": "/tmf-api/intentManagement/v4/intent/intent-0d9e4d4ad18f",
"name": "URLLC Slice - Remote Vehicle Teleoperation",
"description": "Intent for remote vehicle teleoperation at Hospital Campus with URLLC service level",
"lifecycleState": "Active",
"priority": 3,
"intentEx... | we require a urllc-grade slice in <region> for <use_case>. performance envelope: <num> ms max latency, <num>% min reliability, <num> mbps/<num> mbps dl/ul, serving up to <num> ues. | tpl_bc17c9d90fe4 | scn_cfd93f7f67a1c50f | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,287 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
0a7bbc70f94c | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | URLLC | 2 | 000003 | cold chain temperature monitoring | logistics | Logistics Hub Terminal | 0.5 | 99.999 | 20 | 25 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 0a7bbc70f94c | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Create a URLLC slice targeting cold chain temperature monitoring at Logistics Hub Terminal. Hard constraints: E2E latency ≤0.5 ms, reliability ≥99.999%, guaranteed 20 Mbps DL throughput, 25 Mbps UL. Maximum connected UEs: 5000. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 0.5,
"reliability": 99.999,
"throughput": {
"downlink": 20,
"uplink": 25
},
"maxNumberOfUEs": 5000
},
"areaOfService": {
"region": "Logistics Hub Terminal",
"ce... | create a urllc slice targeting <use_case> at <region>. hard constraints: e2e latency ≤<num> ms, reliability ≥<num>%, guaranteed <num> mbps dl throughput, <num> mbps ul. maximum connected ues: <num>. | tpl_9f12ddd27ba8 | scn_952550a54d634c78 | jsonstruct_540d8cd1e74f5f9a | networkSliceBooking | true | true | true | true | true | 2,048 | 438 | true | true | 0.058321 | 0.004994 | 0.058321 | train_base |
045737dbf4b5 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | MPS | 5 | 000003 | substation remote control | energy | Factory Complex A | 5 | 99.999 | 75 | 25 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 045737dbf4b5 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Priority network slice deployment is requested for substation remote control in the Factory Complex A sector, with performance metrics including a latency cap of ≤5 ms, DL throughput of 75 Mbps, UL throughput of 25 Mbps, and support for 1000 user devices with preemption priority. | {
"a1Policy": {
"policyId": "a1-pol-mps-1b3ec0",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-mps-2d3509",
"cellId": "cell-059",
"sNSSAI": {
"sst": 5,
"sd": "000003"
}
},
"qosObjectives": {
"gfbr": 75,
"mfbr": 90.... | priority network slice deployment is requested for <use_case> in the <region> sector, with performance metrics including a latency cap of ≤<num> ms, dl throughput of <num> mbps, ul throughput of <num> mbps, and support for <num> user devices with preemption priority. | tpl_1c1ef977dd59 | scn_70d4f439ebe95c1e | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 440 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
3b81286234b5 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000002 | port container tracking | maritime | Medical Center District | 7 | 99.9999 | 100 | 25 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3b81286234b5 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Please configure a dedicated slice for port container tracking located in Medical Center District with a latency goal of 7 ms, ensuring a minimum reliability of 99.9999%, and capable of handling 100 Mbps DL and 25 Mbps UL traffic, accommodating 50 users. | {
"id": "intent-439953759dc7",
"href": "/tmf-api/intentManagement/v4/intent/intent-439953759dc7",
"name": "URLLC Slice - Port Container Tracking",
"description": "Intent for port container tracking at Medical Center District with URLLC service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpr... | please configure a dedicated slice for <use_case> located in <region> with a latency goal of <num> ms, ensuring a minimum reliability of <num>%, and capable of handling <num> mbps dl and <num> mbps ul traffic, accommodating <num> users. | tpl_8ba47a5ff50f | scn_a90214cee1f84676 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,288 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
490cbe3a2d2e | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | MPS | 5 | 000003 | ATM network management | finance | Factory Complex A | 10 | 99.9999 | 200 | 50 | 10 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 490cbe3a2d2e | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Configure a mission-critical public safety slice for ATM network management at Factory Complex A. This requires 10 ms max latency, 99.9999% reliability, 200 Mbps DL, 50 Mbps UL throughput for 10 first responder devices. | {
"intent": {
"id": "intent-MPS-08a3eaf023d9",
"name": "Atm Network Management MPS Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-2eb4f3984b70",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLICE",
... | configure a mission-critical public safety slice for <use_case> at <region>. this requires <num> ms max latency, <num>% reliability, <num> mbps dl, <num> mbps ul throughput for <num> first responder devices. | tpl_7f08344411d9 | scn_d94371a259f1bcef | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 708 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
6f8fd990fea8 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | eMBB | 1 | 000001 | hospital AR surgical guidance | healthcare | Healthcare Park | 30 | 99.99 | 200 | 50 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6f8fd990fea8 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Provision a high-throughput network slice for hospital AR surgical guidance. Location: Healthcare Park. Performance targets: DL 200 Mbps, UL 50 Mbps, latency ≤30 ms, reliability ≥99.99%, capacity for 500 UEs. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 30,
"reliability": 99.99,
"throughput": {
"downlink": 200,
"uplink": 50
},
"maxNumberOfUEs": 500
},
"areaOfService": {
"region": "Healthcare Park",
"center": {
... | provision a high-throughput network slice for <use_case>. location: <region>. performance targets: dl <num> mbps, ul <num> mbps, latency ≤<num> ms, reliability ≥<num>%, capacity for <num> ues. | tpl_f1d2618a2c8d | scn_f7938ef9ee2e1374 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 413 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
0037e807991a | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | eMBB | 1 | 000002 | public WiFi mesh backhaul | smart_city | Healthcare Park | 80 | 99.95 | 800 | 100 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 0037e807991a | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | A high-throughput network slice is needed for public WiFi mesh backhaul in Healthcare Park. Performance targets include 800 Mbps DL, 100 Mbps UL, latency ≤80 ms, and the ability to handle 500 UEs. | {
"ManagedElement": {
"id": "gNB-001",
"GNBDUFunction": {
"id": "DU-021",
"gNBId": 1,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-021-009",
"cellLocalId": 9,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef":... | a high-throughput network slice is needed for <use_case> in <region>. performance targets include <num> mbps dl, <num> mbps ul, latency ≤<num> ms, and the ability to handle <num> ues. | tpl_dfde0f8c11e6 | scn_9c6e7dbdd8478d0d | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 547 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
47c61265fc90 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | HMTC | 5 | 000002 | AR product visualization | retail | Healthcare Park | 0.5 | 99.9999 | 200 | 50 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 47c61265fc90 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | In Healthcare Park, for the AR product visualization initiative, please configure a high-performance MTC slice with 0.5 ms latency, 200/50 Mbps DL/UL bandwidth, and the ability to handle 1000 machine endpoints. | {
"networkSliceBooking": {
"sliceType": "HMTC",
"sliceProfile": {
"latencyTarget": 0.5,
"reliability": 99.9999,
"throughput": {
"downlink": 200,
"uplink": 50
},
"maxNumberOfUEs": 1000
},
"areaOfService": {
"region": "Healthcare Park",
"center":... | in <region>, for the <use_case> initiative, please configure a high-performance mtc slice with <num> ms latency, <num>/<num> mbps dl/ul bandwidth, and the ability to handle <num> machine endpoints. | tpl_f2886b090e18 | scn_09bccaeb474c5449 | jsonstruct_540d8cd1e74f5f9a | networkSliceBooking | true | true | true | true | true | 2,048 | 399 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
f1adbd87435d | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | URLLC | 2 | 000003 | wearable health device network | healthcare | Medical Center District | 10 | 99.999 | 300 | 150 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | f1adbd87435d | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Urgent request: Establish a network slice for wearable health device network in Medical Center District with strict latency requirements (no more than 10 ms) and support for 5000 users. Bandwidth requirements are 300/150 Mbps DL/UL. | {
"intent": {
"id": "intent-URLLC-967a6000dbd6",
"name": "Wearable Health Device Network URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-d829555eae3e",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": ... | urgent request: establish a network slice for <use_case> in <region> with strict latency requirements (no more than <num> ms) and support for <num> users. bandwidth requirements are <num>/<num> mbps dl/ul. | tpl_fb311d4c40fe | scn_4874c1855827c4c2 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 713 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
6c30ed95e45c | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | URLLC | 2 | 000003 | greenhouse climate automation | agriculture | Rural Coverage Area | 5 | 99.999 | 20 | 50 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6c30ed95e45c | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Provision a deterministic low-latency network slice for greenhouse climate automation. Location: Rural Coverage Area. The latency SLA is 5 ms, reliability floor is 99.999%. Provide 20 Mbps downstream and 50 Mbps upstream bandwidth for 50 devices. | {
"zsmIntent": {
"intentId": "zsm-intent-3a68e1b3826c",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-b4a5b4",
"ownerType": "ManagementFunction",
"ownerDomain": "agriculture_management"
},
"intentExpression": {
"objectives": [
{
"o... | provision a deterministic low-latency network slice for <use_case>. location: <region>. the latency sla is <num> ms, reliability floor is <num>%. provide <num> mbps downstream and <num> mbps upstream bandwidth for <num> devices. | tpl_e2291246a84c | scn_d48a0763ebd64d2f | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 897 | true | true | 0.058026 | 0.004994 | 0.058026 | train_base |
b17e8eee02b8 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | eMBB | 1 | 000003 | remote robotic surgery | healthcare | Medical Center District | 30 | 99.99 | 100 | 150 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | b17e8eee02b8 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Slice setup needed for remote robotic surgery: Region: Medical Center District; Download: 100 Mbps; Upload: 150 Mbps; Latency: <30 ms; Max Devices: 50000. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 30,
"reliability": 99.99,
"throughput": {
"downlink": 100,
"uplink": 150
},
"maxNumberOfUEs": 50000
},
"areaOfService": {
"region": "Medical Center District",
"c... | slice setup needed for <use_case>: region: <region>; download: <num> mbps; upload: <num> mbps; latency: <<num> ms; max devices: <num>. | tpl_c0f52c0c6715 | scn_12b15c26cf35ba52 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 422 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
0210a5551e76 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | MPS | 5 | 000003 | demand response signaling | energy | Hospital Campus | 20 | 99.9999 | 150 | 75 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 0210a5551e76 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Setting up an emergency services slice for demand response signaling in Hospital Campus is critical. SLA requirements: Max latency 20 ms, 150 Mbps DL, 75 Mbps UL, and 5000 devices must have the highest ARP priority. | {
"networkSliceBooking": {
"sliceType": "MPS",
"sliceProfile": {
"latencyTarget": 20,
"reliability": 99.9999,
"throughput": {
"downlink": 150,
"uplink": 75
},
"maxNumberOfUEs": 5000
},
"areaOfService": {
"region": "Hospital Campus",
"center": {... | setting up an emergency services slice for <use_case> in <region> is critical. sla requirements: max latency <num> ms, <num> mbps dl, <num> mbps ul, and <num> devices must have the highest arp priority. | tpl_7a9808961a36 | scn_15200cddd335ecf7 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 411 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
057bddc1e897 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | eMBB | 1 | 000001 | site drone surveying | construction | Medical Center District | 20 | 99.5 | 200 | 75 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 057bddc1e897 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | We're launching site drone surveying at Medical Center District and need dedicated network capacity. Please allocate a slice with 200 Mbps DL, 75 Mbps UL, latency below 20 ms, and capacity for 10000 devices at 99.5% availability. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 20,
"reliability": 99.5,
"throughput": {
"downlink": 200,
"uplink": 75
},
"maxNumberOfUEs": 10000
},
"areaOfService": {
"region": "Medical Center District",
"cen... | we're launching <use_case> at <region> and need dedicated network capacity. please allocate a slice with <num> mbps dl, <num> mbps ul, latency below <num> ms, and capacity for <num> devices at <num>% availability. | tpl_c22fb4a23567 | scn_bf8ae8888956da1c | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 427 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
b7e42efae94a | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | HMTC | 5 | 000001 | warehouse robot fleet | logistics | Factory Complex A | 1 | 99.9999 | 100 | 200 | 100,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | b7e42efae94a | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Provision a high-performance MTC slice for warehouse robot fleet. Location: Factory Complex A. Targets: 1 ms latency, 99.9999% reliability, 100/200 Mbps DL/UL bandwidth, 100000 machine endpoints. | {
"intent": {
"id": "intent-HMTC-5717d66daebc",
"name": "Warehouse Robot Fleet HMTC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-5e74b7ccbbee",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLICE",... | provision a high-performance mtc slice for <use_case>. location: <region>. targets: <num> ms latency, <num>% reliability, <num>/<num> mbps dl/ul bandwidth, <num> machine endpoints. | tpl_9d407d3bb44b | scn_d1713691e4b78dac | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 710 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
69d03124d14e | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | URLLC | 2 | 000002 | autonomous drone delivery | logistics | Logistics Hub Terminal | 2 | 99.9999 | 20 | 10 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 69d03124d14e | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Provision a deterministic low-latency network slice for autonomous drone delivery. Location: Logistics Hub Terminal. The latency SLA is 2 ms, reliability floor is 99.9999%. Provide 20 Mbps downstream and 10 Mbps upstream bandwidth for 500 devices. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 2,
"reliability": 99.9999,
"throughput": {
"downlink": 20,
"uplink": 10
},
"maxNumberOfUEs": 500
},
"areaOfService": {
"region": "Logistics Hub Terminal",
"cent... | provision a deterministic low-latency network slice for <use_case>. location: <region>. the latency sla is <num> ms, reliability floor is <num>%. provide <num> mbps downstream and <num> mbps upstream bandwidth for <num> devices. | tpl_e2291246a84c | scn_dbcd8a3d39cfdf85 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 431 | true | true | 0.058321 | 0.004994 | 0.058321 | train_base |
70b8768f0fc5 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | eMBB | 1 | 000002 | airport surface vehicle coordination | aviation | Medical Center District | 20 | 99.9 | 500 | 150 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 70b8768f0fc5 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Could you please ensure we have a network slice available for airport surface vehicle coordination in Medical Center District? It needs to offer 500 Mbps DL, 150 Mbps UL, latency under 20 ms, and support for 1000 devices. | {
"a1Policy": {
"policyId": "a1-pol-embb-44e0e1",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-embb-0a24cd",
"cellId": "cell-095",
"sNSSAI": {
"sst": 1,
"sd": "000003"
}
},
"qosObjectives": {
"gfbr": 500,
"mfbr": ... | could you please ensure we have a network slice available for <use_case> in <region>? it needs to offer <num> mbps dl, <num> mbps ul, latency under <num> ms, and support for <num> devices. | tpl_f19a60cf96d1 | scn_a48058a76b4b436b | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 437 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
7d8b11483b18 | [
{
"role": "system",
"content": "You are a TMF921-compliant Intent Lifecycle Manager. Given a termination request, output the TMF921 Intent DELETE/PATCH operation JSON that transitions the intent to Terminated state and triggers resource deallocation."
},
{
"role": "user",
"content": "Terminate i... | tmf921_lifecycle_terminate | eMBB | 1 | 000003 | traffic signal preemption | automotive | Industrial Zone North | 30 | 99 | 800 | 75 | 5,000 | terminate | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 7d8b11483b18 | single_turn | You are a TMF921-compliant Intent Lifecycle Manager. Given a termination request, output the TMF921 Intent DELETE/PATCH operation JSON that transitions the intent to Terminated state and triggers resource deallocation. | Terminate intent 'eMBB Slice - Traffic Signal Preemption' (ID: intent-fb29e2a99304). Decommission the associated network slice and release all resources. | {
"intentPatch": {
"id": "intent-fb29e2a99304",
"lifecycleState": "Terminated",
"fulfillmentInfo": {
"fulfillmentStatus": "Completed",
"terminationDate": "2026-04-24T09:11:31Z",
"terminationReason": "UserRequested",
"resourceDeallocated": true
},
"@type": "IntentUpdate"
}... | terminate intent 'embb slice - <use_case>' (id: intent-<hex>). decommission the associated network slice and release all resources. | tpl_af465d589120 | scn_6700c3e3d252db90 | jsonstruct_3e18168d2209215c | intentPatch | true | true | true | true | true | 2,048 | 205 | true | true | 0.013433 | 0.068843 | 0.067164 | train_base |
c42942900ea9 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | MPS | 5 | 000004 | algorithmic trading low-latency | finance | Financial District | 20 | 99.999 | 200 | 25 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | c42942900ea9 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | We require an MPS slice for algorithmic trading low-latency in Financial District, ensuring latency under 20 ms, 99.999% reliability, and 200/25 Mbps DL/UL capacity for up to 1000 devices. | {
"id": "intent-9d7ed046b091",
"href": "/tmf-api/intentManagement/v4/intent/intent-9d7ed046b091",
"name": "MPS Slice - Algorithmic Trading Low-Latency",
"description": "Intent for algorithmic trading low-latency at Financial District with MPS service level",
"lifecycleState": "Active",
"priority": 3,
"int... | we require an mps slice for <use_case> in <region>, ensuring latency under <num> ms, <num>% reliability, and <num>/<num> mbps dl/ul capacity for up to <num> devices. | tpl_b25b324c9a3a | scn_0eb61fc063a8e57e | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,286 | true | true | 0.060634 | 0.004994 | 0.060634 | train_base |
e926a97ad174 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000002 | tactical edge computing mesh | defense | Medical Center District | 20 | 99.99 | 100 | 25 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e926a97ad174 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | I need a high-bandwidth network slice for tactical edge computing mesh in Medical Center District. The slice should support at least 100 Mbps downlink and 25 Mbps uplink with latency under 20 ms for up to 100 simultaneous users. | {
"id": "intent-024d6344fc00",
"href": "/tmf-api/intentManagement/v4/intent/intent-024d6344fc00",
"name": "eMBB Slice - Tactical Edge Computing Mesh",
"description": "Intent for tactical edge computing mesh at Medical Center District with eMBB service level",
"lifecycleState": "Active",
"priority": 3,
"in... | i need a high-bandwidth network slice for <use_case> in <region>. the slice should support at least <num> mbps downlink and <num> mbps uplink with latency under <num> ms for up to <num> simultaneous users. | tpl_b957d155ad85 | scn_73670eb4b03fca78 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,284 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
290c54b41d38 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000003 | tactical edge computing mesh | defense | Industrial Zone North | 30 | 99.5 | 800 | 75 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 290c54b41d38 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Our defense division requires a broadband network slice for tactical edge computing mesh at Industrial Zone North. Target KPIs: 800 Mbps DL throughput, 75 Mbps UL, maximum 30 ms latency, 99.5% availability, supporting 10000 endpoints. | {
"id": "intent-ebf44697d630",
"href": "/tmf-api/intentManagement/v4/intent/intent-ebf44697d630",
"name": "eMBB Slice - Tactical Edge Computing Mesh",
"description": "Intent for tactical edge computing mesh at Industrial Zone North with eMBB service level",
"lifecycleState": "Active",
"priority": 5,
"inte... | our <sector> division requires a broadband network slice for <use_case> at <region>. target kpis: <num> mbps dl throughput, <num> mbps ul, maximum <num> ms latency, <num>% availability, supporting <num> endpoints. | tpl_eb0413d19dc8 | scn_dd3bbbc4c596eedf | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,287 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
ed1e1c818900 | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | URLLC | 2 | 000003 | high-frequency trading edge | finance | Factory Complex A | 5 | 99.999 | 100 | 150 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | ed1e1c818900 | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | A critical URLLC network slice is required for high-frequency trading edge in the Factory Complex A zone. Ensure the slice can handle a maximum latency of 5 ms, with a throughput of 100 Mbps DL and 150 Mbps UL, supporting up to 20 devices. | {
"ManagedElement": {
"id": "gNB-045",
"GNBDUFunction": {
"id": "DU-029",
"gNBId": 45,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-029-001",
"cellLocalId": 1,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | a critical urllc network slice is required for <use_case> in the <region> zone. ensure the slice can handle a maximum latency of <num> ms, with a throughput of <num> mbps dl and <num> mbps ul, supporting up to <num> devices. | tpl_7b15dfde0070 | scn_023fe7419a09a6be | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 557 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
2426a52b2767 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | URLLC | 2 | 000003 | industrial robot coordination | manufacturing | Healthcare Park | 10 | 99.9999 | 50 | 75 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 2426a52b2767 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Our industrial robot coordination deployment in Healthcare Park demands a URLLC-grade slice with a latency limit of 10 ms, 99.9999% reliability, throughput of 50 Mbps DL and 75 Mbps UL, and the capability to handle up to 50 connected devices. | {
"zsmIntent": {
"intentId": "zsm-intent-0feadc15e8e4",
"intentType": "ServiceIntent",
"intentOwner": {
"ownerId": "owner-763ebb",
"ownerType": "ManagementFunction",
"ownerDomain": "manufacturing_management"
},
"intentExpression": {
"objectives": [
{
"obje... | our <use_case> deployment in <region> demands a urllc-grade slice with a latency limit of <num> ms, <num>% reliability, throughput of <num> mbps dl and <num> mbps ul, and the capability to handle up to <num> connected devices. | tpl_21af63e3db77 | scn_0a93363bcad34121 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 900 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
068bec51bde5 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | URLLC | 2 | 000003 | electronic warfare spectrum monitoring | defense | Forward Operating Area | 5 | 99.9999 | 50 | 25 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 068bec51bde5 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Provision a deterministic low-latency network slice for electronic warfare spectrum monitoring. Location: Forward Operating Area. The latency SLA is 5 ms, reliability floor is 99.9999%. Provide 50 Mbps downstream and 25 Mbps upstream bandwidth for 20 devices. | {
"intent": {
"id": "intent-URLLC-6cb7b62f060b",
"name": "Electronic Warfare Spectrum Monitoring URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-caba258d3230",
"expectationVerb": "ENSURE",
"expectationObject": {
"object... | provision a deterministic low-latency network slice for <use_case>. location: <region>. the latency sla is <num> ms, reliability floor is <num>%. provide <num> mbps downstream and <num> mbps upstream bandwidth for <num> devices. | tpl_e2291246a84c | scn_f5e7f5a843113811 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 710 | true | true | 0.058926 | 0.004994 | 0.058926 | train_base |
5078a1855c46 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | URLLC | 2 | 000001 | drone detection and mitigation | aviation | Medical Center District | 3 | 99.999 | 200 | 100 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 5078a1855c46 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Deploy a mission-critical URLLC network slice for drone detection and mitigation. The service area is Medical Center District. Latency budget: 3 ms maximum. Reliability: 99.999%. Throughput needs: 200 Mbps DL, 100 Mbps UL. Device count: 100. | {
"a1Policy": {
"policyId": "a1-pol-urllc-56af22",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-urllc-372323",
"cellId": "cell-026",
"sNSSAI": {
"sst": 2,
"sd": "000003"
}
},
"qosObjectives": {
"gfbr": 200,
"mfbr"... | deploy a mission-critical urllc network slice for <use_case>. the service area is <region>. latency budget: <num> ms maximum. reliability: <num>%. throughput needs: <num> mbps dl, <num> mbps ul. device count: <num>. | tpl_7f0aca540d6b | scn_48a5b40f9ad73815 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 455 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
69603c63d0ac | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | V2X | 4 | 000002 | greenhouse climate automation | agriculture | Agricultural Zone Delta | 1 | 99.999 | 100 | 50 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 69603c63d0ac | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Provision a vehicular communications slice for greenhouse climate automation in Agricultural Zone Delta. Maximum allowable latency: 1 ms. Reliability SLA: 99.999%. DL/UL throughput: 100/50 Mbps. Connected vehicles: up to 500. | {
"id": "intent-a8e6ce7a7554",
"href": "/tmf-api/intentManagement/v4/intent/intent-a8e6ce7a7554",
"name": "V2X Slice - Greenhouse Climate Automation",
"description": "Intent for greenhouse climate automation at Agricultural Zone Delta with V2X service level",
"lifecycleState": "Active",
"priority": 1,
"in... | provision a vehicular communications slice for <use_case> in <region>. maximum allowable latency: <num> ms. reliability sla: <num>%. dl/ul throughput: <num>/<num> mbps. connected vehicles: up to <num>. | tpl_1f4deeddd9a2 | scn_df5c6ef47bce8403 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,290 | true | true | 0.054636 | 0.004994 | 0.054636 | train_base |
c3b67d511872 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | URLLC | 2 | 000001 | border surveillance network | public_safety | Factory Complex A | 3 | 99.999 | 150 | 75 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | c3b67d511872 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | We require a URLLC-grade slice in Factory Complex A for border surveillance network. Performance envelope: 3 ms max latency, 99.999% min reliability, 150 Mbps/75 Mbps DL/UL, serving up to 20 UEs. | {
"zsmIntent": {
"intentId": "zsm-intent-a2a8ab687a47",
"intentType": "ServiceIntent",
"intentOwner": {
"ownerId": "owner-ed3b2d",
"ownerType": "ManagementFunction",
"ownerDomain": "public_safety_management"
},
"intentExpression": {
"objectives": [
{
"obje... | we require a urllc-grade slice in <region> for <use_case>. performance envelope: <num> ms max latency, <num>% min reliability, <num> mbps/<num> mbps dl/ul, serving up to <num> ues. | tpl_bc17c9d90fe4 | scn_b77983e182344261 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 893 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
32cedbd85f25 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000001 | container yard automation | logistics | Healthcare Park | 3 | 99.999 | 300 | 150 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 32cedbd85f25 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | We need to set up a high-reliability URLLC network slice for container yard automation in the Healthcare Park area. The slice should support 300 Mbps DL and 150 Mbps UL throughput, with a latency cap of 3 ms. It should handle up to 1000 user devices. | {
"id": "intent-fe810efb9db9",
"href": "/tmf-api/intentManagement/v4/intent/intent-fe810efb9db9",
"name": "URLLC Slice - Container Yard Automation",
"description": "Intent for container yard automation at Healthcare Park with URLLC service level",
"lifecycleState": "Active",
"priority": 2,
"intentExpressi... | we need to set up a high-reliability urllc network slice for <use_case> in the <region> area. the slice should support <num> mbps dl and <num> mbps ul throughput, with a latency cap of <num> ms. it should handle up to <num> user devices. | tpl_3f53f7ab615b | scn_c11df21534010d85 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,284 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
e6353b131a71 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | V2X | 4 | 000002 | public transport real-time info | smart_city | Industrial Zone North | 20 | 99.99 | 25 | 75 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e6353b131a71 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | A V2X slice is needed for our smart_city project's public transport real-time info in Industrial Zone North, with critical parameters including ≤20 ms latency, 25 Mbps DL, 75 Mbps UL, and support for up to 1000 UEs. | {
"zsmIntent": {
"intentId": "zsm-intent-2a83a3e6f0ee",
"intentType": "ServiceIntent",
"intentOwner": {
"ownerId": "owner-278d03",
"ownerType": "ManagementFunction",
"ownerDomain": "smart_city_management"
},
"intentExpression": {
"objectives": [
{
"objecti... | a v2x slice is needed for our <sector> project's <use_case> in <region>, with critical parameters including ≤<num> ms latency, <num> mbps dl, <num> mbps ul, and support for up to <num> ues. | tpl_50d3a1b9bfcd | scn_dff5730bccdc2142 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 895 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
2f50f7b4ba11 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000001 | fleet management telemetry | automotive | Highway Corridor M1 | 100 | 99.95 | 200 | 150 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 2f50f7b4ba11 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Configure a broadband slice to support fleet management telemetry across Highway Corridor M1. We need 200 Mbps downlink capacity with 150 Mbps uplink. The maximum tolerable latency is 100 ms with 99.95% service reliability for 50000 simultaneous connections. | {
"id": "intent-7994205ce2a5",
"href": "/tmf-api/intentManagement/v4/intent/intent-7994205ce2a5",
"name": "eMBB Slice - Fleet Management Telemetry",
"description": "Intent for fleet management telemetry at Highway Corridor M1 with eMBB service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpr... | configure a broadband slice to support <use_case> across <region>. we need <num> mbps downlink capacity with <num> mbps uplink. the maximum tolerable latency is <num> ms with <num>% service reliability for <num> simultaneous connections. | tpl_779a00e3de0b | scn_3ee33eb5333321b7 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,299 | true | true | 0.053838 | 0.004994 | 0.053838 | train_base |
599573e4bfad | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | URLLC | 2 | 000003 | public transport real-time info | smart_city | Smart City Sector F | 10 | 99.999 | 50 | 150 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 599573e4bfad | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Deploy a mission-critical URLLC network slice for public transport real-time info. The service area is Smart City Sector F. Latency budget: 10 ms maximum. Reliability: 99.999%. Throughput needs: 50 Mbps DL, 150 Mbps UL. Device count: 50. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 10,
"reliability": 99.999,
"throughput": {
"downlink": 50,
"uplink": 150
},
"maxNumberOfUEs": 50
},
"areaOfService": {
"region": "Smart City Sector F",
"center"... | deploy a mission-critical urllc network slice for <use_case>. the service area is <region>. latency budget: <num> ms maximum. reliability: <num>%. throughput needs: <num> mbps dl, <num> mbps ul. device count: <num>. | tpl_7f0aca540d6b | scn_0419ba16cc38c13a | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 437 | true | true | 0.0548 | 0.004994 | 0.0548 | train_base |
132d1df3bdfc | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000002 | street lighting control | smart_city | Medical Center District | 80 | 99 | 800 | 100 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 132d1df3bdfc | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Set up an enhanced mobile broadband slice dedicated to street lighting control. Requirements: minimum 800 Mbps download speed, 100 Mbps upload, less than 80 ms round-trip delay, serving area is Medical Center District, expecting 10000 connected devices. | {
"id": "intent-4aa7ec3a94f8",
"href": "/tmf-api/intentManagement/v4/intent/intent-4aa7ec3a94f8",
"name": "eMBB Slice - Street Lighting Control",
"description": "Intent for street lighting control at Medical Center District with eMBB service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpres... | set up an enhanced mobile broadband slice dedicated to <use_case>. requirements: minimum <num> mbps download speed, <num> mbps upload, less than <num> ms round-trip delay, serving area is <region>, expecting <num> connected devices. | tpl_c559e2f31975 | scn_f948664dc8aa2760 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,287 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
65e8f619a96f | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | mMTC | 3 | 000002 | live 8K UHD broadcast | media | Hospital Campus | 100 | 99 | 50 | 5 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 65e8f619a96f | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Provision a high-density IoT slice for live 8K UHD broadcast in Hospital Campus. Device count: 5000. Throughput per-device is low but aggregate needs 50 Mbps DL, 5 Mbps UL. Latency budget: 100 ms. Availability: 99%. | {
"networkSliceBooking": {
"sliceType": "mMTC",
"sliceProfile": {
"latencyTarget": 100,
"reliability": 99,
"throughput": {
"downlink": 50,
"uplink": 5
},
"maxNumberOfUEs": 5000
},
"areaOfService": {
"region": "Hospital Campus",
"center": {
... | provision a high-density iot slice for <use_case> in <region>. device count: <num>. throughput per-device is low but aggregate needs <num> mbps dl, <num> mbps ul. latency budget: <num> ms. availability: <num>%. | tpl_8fbb415e9300 | scn_f863ad987b6df595 | jsonstruct_865ac75a8fa5f309 | networkSliceBooking | true | true | true | true | true | 2,048 | 433 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
e9534f076b9b | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | MPS | 5 | 000004 | cross-dock coordination | logistics | Logistics Hub Terminal | 5 | 99.9999 | 25 | 50 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e9534f076b9b | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Deploy a priority public safety network slice for cross-dock coordination in Logistics Hub Terminal. Performance: latency ≤5 ms, reliability ≥99.9999%, DL 25 Mbps, UL 50 Mbps, 500 user devices with preemption priority. | {
"intent": {
"id": "intent-MPS-1bcb87184ecd",
"name": "Cross-Dock Coordination MPS Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-ca3cb732b217",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLICE",
... | deploy a priority public safety network slice for <use_case> in <region>. performance: latency ≤<num> ms, reliability ≥<num>%, dl <num> mbps, ul <num> mbps, <num> user devices with preemption priority. | tpl_77b26e393a17 | scn_28b4745eaeaf22d0 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 704 | true | true | 0.058321 | 0.004994 | 0.058321 | train_base |
4db638adfa2c | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | V2X | 4 | 000002 | AR product visualization | retail | Factory Complex A | 15 | 99.9999 | 50 | 25 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 4db638adfa2c | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Our retail project requires a V2X slice for AR product visualization. Coverage area: Factory Complex A. Latency: ≤15 ms. Reliability: ≥99.9999%. Bandwidth: 50 Mbps DL, 25 Mbps UL. Capacity: 500 UEs. | {
"id": "intent-91529f1cabb8",
"href": "/tmf-api/intentManagement/v4/intent/intent-91529f1cabb8",
"name": "V2X Slice - Ar Product Visualization",
"description": "Intent for AR product visualization at Factory Complex A with V2X service level",
"lifecycleState": "Active",
"priority": 1,
"intentExpression":... | our <sector> project requires a v2x slice for <use_case>. coverage area: <region>. latency: ≤<num> ms. reliability: ≥<num>%. bandwidth: <num> mbps dl, <num> mbps ul. capacity: <num> ues. | tpl_ef9d1e5073b3 | scn_65b8f77b4735bd6d | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,289 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
9a9593edb25e | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000003 | search and rescue communications | public_safety | Industrial Zone North | 20 | 99.5 | 800 | 150 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 9a9593edb25e | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Urgent: A dedicated enhanced mobile broadband slice is required for search and rescue communications in the Industrial Zone North area. Specifications include: 800 Mbps download, 150 Mbps upload, and a latency threshold of less than 20 ms, supporting a maximum of 500 devices. | {
"id": "intent-fd771b267e99",
"href": "/tmf-api/intentManagement/v4/intent/intent-fd771b267e99",
"name": "eMBB Slice - Search And Rescue Communications",
"description": "Intent for search and rescue communications at Industrial Zone North with eMBB service level",
"lifecycleState": "Active",
"priority": 5,... | urgent: a dedicated enhanced mobile broadband slice is required for <use_case> in the <region> area. specifications include: <num> mbps download, <num> mbps upload, and a latency threshold of less than <num> ms, supporting a maximum of <num> devices. | tpl_e2d5e7c6858e | scn_a6fe866c66f86918 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,288 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
680c6fabdd12 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | URLLC | 2 | 000002 | power line drone inspection | energy | Medical Center District | 2 | 99.9999 | 150 | 50 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 680c6fabdd12 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | In Medical Center District, we need to deploy a network slice for power line drone inspection with a latency target of 2 ms, supporting 100 devices, and offering 150 Mbps down and 50 Mbps up. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 2,
"reliability": 99.9999,
"throughput": {
"downlink": 150,
"uplink": 50
},
"maxNumberOfUEs": 100
},
"areaOfService": {
"region": "Medical Center District",
"ce... | in <region>, we need to deploy a network slice for <use_case> with a latency target of <num> ms, supporting <num> devices, and offering <num> mbps down and <num> mbps up. | tpl_e3f043371cf9 | scn_a0ffd7b933a6fd50 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 403 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
dff69ef3407c | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000002 | aircraft maintenance IoT | aviation | Runway Complex | 30 | 99.99 | 500 | 75 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | dff69ef3407c | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | For the successful execution of aircraft maintenance IoT in Runway Complex, we need a network slice providing 500 Mbps downlink, 75 Mbps uplink, 30 ms max latency, and support for 1000 endpoints. | {
"id": "intent-18457f47b61a",
"href": "/tmf-api/intentManagement/v4/intent/intent-18457f47b61a",
"name": "eMBB Slice - Aircraft Maintenance Iot",
"description": "Intent for aircraft maintenance IoT at Runway Complex with eMBB service level",
"lifecycleState": "Active",
"priority": 4,
"intentExpression": ... | for the successful execution of <use_case> in <region>, we need a network slice providing <num> mbps downlink, <num> mbps uplink, <num> ms max latency, and support for <num> endpoints. | tpl_bd51dda4e583 | scn_28a51818adee9302 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,283 | true | true | 0.056888 | 0.004994 | 0.056888 | train_base |
eccb800c6a6f | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | eMBB | 1 | 000001 | solar panel IoT management | energy | Medical Center District | 20 | 99 | 800 | 150 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | eccb800c6a6f | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Deploy an eMBB slice in Medical Center District optimized for solar panel IoT management. The service must guarantee 800 Mbps downstream, 150 Mbps upstream, with end-to-end latency not exceeding 20 ms. Reliability target is 99.0%. Maximum 1000 users. | {
"zsmIntent": {
"intentId": "zsm-intent-8eb295ee2517",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-05d0eb",
"ownerType": "ManagementFunction",
"ownerDomain": "energy_management"
},
"intentExpression": {
"objectives": [
{
"objectiveId": "... | deploy an embb slice in <region> optimized for <use_case>. the service must guarantee <num> mbps downstream, <num> mbps upstream, with end-to-end latency not exceeding <num> ms. reliability target is <num>%. maximum <num> users. | tpl_954037d24f92 | scn_96c15281959fe7bb | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 902 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
3edd43412357 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000002 | AR product visualization | retail | Retail Distribution Hub | 5 | 99.999 | 200 | 25 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3edd43412357 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | For the AR product visualization initiative in Retail Distribution Hub, please allocate a network slice that meets the following criteria: 5 ms latency, 20 device capacity, and 200 Mbps down/25 Mbps up bandwidth. | {
"id": "intent-5b0899a7fdf5",
"href": "/tmf-api/intentManagement/v4/intent/intent-5b0899a7fdf5",
"name": "URLLC Slice - Ar Product Visualization",
"description": "Intent for AR product visualization at Retail Distribution Hub with URLLC service level",
"lifecycleState": "Active",
"priority": 3,
"intentEx... | for the <use_case> initiative in <region>, please allocate a network slice that meets the following criteria: <num> ms latency, <num> device capacity, and <num> mbps down/<num> mbps up bandwidth. | tpl_9acc7a955e1d | scn_e47987bae2b074b6 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,267 | true | true | 0.057354 | 0.004994 | 0.057354 | train_base |
cbfdaa4bab08 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | HMTC | 5 | 000002 | customer analytics sensing | retail | Factory Complex A | 0.5 | 99.99999 | 200 | 50 | 100,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | cbfdaa4bab08 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | We need to set up a robust MTC slice for customer analytics sensing located in Factory Complex A, targeting 0.5 ms latency, 200/50 Mbps DL/UL throughput, and accommodating 100000 machine endpoints. | {
"networkSliceBooking": {
"sliceType": "HMTC",
"sliceProfile": {
"latencyTarget": 0.5,
"reliability": 99.99999,
"throughput": {
"downlink": 200,
"uplink": 50
},
"maxNumberOfUEs": 100000
},
"areaOfService": {
"region": "Factory Complex A",
"cen... | we need to set up a robust mtc slice for <use_case> located in <region>, targeting <num> ms latency, <num>/<num> mbps dl/ul throughput, and accommodating <num> machine endpoints. | tpl_1a8213184332 | scn_b4486bd6af25c143 | jsonstruct_540d8cd1e74f5f9a | networkSliceBooking | true | true | true | true | true | 2,048 | 423 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
8dfdeac2cc0d | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | HMTC | 5 | 000002 | RAN energy saving automation | telecom | Central Office Complex | 0.1 | 99.99999 | 2,000 | 500 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 8dfdeac2cc0d | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Provision a high-performance MTC slice for RAN energy saving automation. Location: Central Office Complex. Targets: 0.1 ms latency, 99.99999% reliability, 2000/500 Mbps DL/UL bandwidth, 10000 machine endpoints. | {
"a1Policy": {
"policyId": "a1-pol-hmtc-ad5e56",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-hmtc-bbfcab",
"cellId": "cell-084",
"sNSSAI": {
"sst": 5,
"sd": "000001"
}
},
"qosObjectives": {
"gfbr": 2000,
"mfbr":... | provision a high-performance mtc slice for <use_case>. location: <region>. targets: <num> ms latency, <num>% reliability, <num>/<num> mbps dl/ul bandwidth, <num> machine endpoints. | tpl_9d407d3bb44b | scn_d7396eb2c5763728 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 448 | true | true | 0.060746 | 0.004994 | 0.060746 | train_base |
d51b94503f9e | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | eMBB | 1 | 000002 | wildfire drone surveillance | public_safety | Border Sector C | 80 | 99.9 | 500 | 75 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | d51b94503f9e | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | I need a high-bandwidth network slice for wildfire drone surveillance in Border Sector C. The slice should support at least 500 Mbps downlink and 75 Mbps uplink with latency under 80 ms for up to 50000 simultaneous users. | {
"intent": {
"id": "intent-eMBB-4c12a590b07c",
"name": "Wildfire Drone Surveillance eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-70efc2472e3f",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_S... | i need a high-bandwidth network slice for <use_case> in <region>. the slice should support at least <num> mbps downlink and <num> mbps uplink with latency under <num> ms for up to <num> simultaneous users. | tpl_b957d155ad85 | scn_93cedfa404fb9b44 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 711 | true | true | 0.057735 | 0.004994 | 0.057735 | train_base |
0f4d0c0fa3f4 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000001 | vessel traffic management | maritime | Industrial Zone North | 0.5 | 99.999 | 300 | 50 | 10 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 0f4d0c0fa3f4 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Could you arrange a low-latency, high-reliability slice for our vessel traffic management initiative in Industrial Zone North? Essential parameters include: latency < 0.5 ms, reliability ≥ 99.999%, 300 Mbps downlink, 50 Mbps uplink, and support for 10 devices. | {
"id": "intent-d92aa46c3f19",
"href": "/tmf-api/intentManagement/v4/intent/intent-d92aa46c3f19",
"name": "URLLC Slice - Vessel Traffic Management",
"description": "Intent for vessel traffic management at Industrial Zone North with URLLC service level",
"lifecycleState": "Active",
"priority": 2,
"intentEx... | could you arrange a low-latency, high-reliability slice for our <use_case> initiative in <region>? essential parameters include: latency < <num> ms, reliability ≥ <num>%, <num> mbps downlink, <num> mbps uplink, and support for <num> devices. | tpl_13ea16abbeab | scn_25779e39bf6e7361 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,289 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
b7c5ab213c6c | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | URLLC | 2 | 000001 | RAN energy saving automation | telecom | Hospital Campus | 2 | 99.999 | 50 | 10 | 10 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | b7c5ab213c6c | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Urgent: configure a low-latency slice for RAN energy saving automation in Hospital Campus. This is safety-critical — latency cannot exceed 2 ms, reliability must be 99.999% or higher. Bandwidth: 50/10 Mbps DL/UL. Supporting 10 endpoints. | {
"zsmIntent": {
"intentId": "zsm-intent-a2ee4392b26c",
"intentType": "ServiceIntent",
"intentOwner": {
"ownerId": "owner-3bd0be",
"ownerType": "ManagementFunction",
"ownerDomain": "telecom_management"
},
"intentExpression": {
"objectives": [
{
"objectiveI... | urgent: configure a low-latency slice for <use_case> in <region>. this is safety-critical — latency cannot exceed <num> ms, reliability must be <num>% or higher. bandwidth: <num>/<num> mbps dl/ul. supporting <num> endpoints. | tpl_373afd67e108 | scn_f0cbcba417707544 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 901 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
5fde7e01cb54 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | V2X | 4 | 000002 | ATM network management | finance | Healthcare Park | 20 | 99.9999 | 25 | 10 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 5fde7e01cb54 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Urgently required: a V2X slice for ATM network management in Healthcare Park ensuring latency below 20 ms, 25 Mbps DL, 10 Mbps UL for up to 5000 vehicles. | {
"id": "intent-f7db440250ee",
"href": "/tmf-api/intentManagement/v4/intent/intent-f7db440250ee",
"name": "V2X Slice - Atm Network Management",
"description": "Intent for ATM network management at Healthcare Park with V2X service level",
"lifecycleState": "Active",
"priority": 1,
"intentExpression": {
... | urgently required: a v2x slice for <use_case> in <region> ensuring latency below <num> ms, <num> mbps dl, <num> mbps ul for up to <num> vehicles. | tpl_e3610655266a | scn_b106f9116ef465f4 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,270 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
279a60112080 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | V2X | 4 | 000001 | drone detection and mitigation | aviation | Healthcare Park | 5 | 99.9999 | 300 | 10 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 279a60112080 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Our aviation project requires a V2X slice for drone detection and mitigation. Coverage area: Healthcare Park. Latency: ≤5 ms. Reliability: ≥99.9999%. Bandwidth: 300 Mbps DL, 10 Mbps UL. Capacity: 1000 UEs. | {
"intent": {
"id": "intent-V2X-97055851b1fd",
"name": "Drone Detection And Mitigation V2X Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-58f2d753e658",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_S... | our <sector> project requires a v2x slice for <use_case>. coverage area: <region>. latency: ≤<num> ms. reliability: ≥<num>%. bandwidth: <num> mbps dl, <num> mbps ul. capacity: <num> ues. | tpl_ef9d1e5073b3 | scn_c7d9bf66a0a8364e | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 725 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
1c426928b58e | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | URLLC | 2 | 000001 | forward base connectivity | defense | Healthcare Park | 3 | 99.999 | 50 | 75 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 1c426928b58e | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Please provide a network slice for forward base connectivity in Healthcare Park that meets these criteria: < 3 ms latency, 99.999% reliability, 50 Mbps downlink, 75 Mbps uplink, and the capacity to support 50 devices. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 3,
"reliability": 99.999,
"throughput": {
"downlink": 50,
"uplink": 75
},
"maxNumberOfUEs": 50
},
"areaOfService": {
"region": "Healthcare Park",
"center": {
... | please provide a network slice for <use_case> in <region> that meets these criteria: < <num> ms latency, <num>% reliability, <num> mbps downlink, <num> mbps uplink, and the capacity to support <num> devices. | tpl_430f3e556a37 | scn_10438229e56c4b34 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 428 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
cacd0ff9516e | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | MPS | 5 | 000004 | CNC machine remote control | manufacturing | Factory Complex A | 15 | 99.999 | 50 | 100 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | cacd0ff9516e | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Provision an emergency services slice for CNC machine remote control in Factory Complex A. Hard SLAs: 15 ms max latency, 99.999% min reliability. Throughput: 50 Mbps DL, 100 Mbps UL. Devices: 1000 with highest ARP priority. | {
"intent": {
"id": "intent-MPS-df02e4593852",
"name": "Cnc Machine Remote Control MPS Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-dd68d7216efa",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLICE... | provision an emergency services slice for <use_case> in <region>. hard slas: <num> ms max latency, <num>% min reliability. throughput: <num> mbps dl, <num> mbps ul. devices: <num> with highest arp priority. | tpl_7ed4dc3df3a1 | scn_5c80fcb5869d7e68 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 715 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
ffad96fd75e8 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | URLLC | 2 | 000003 | stadium multi-angle replay | media | Industrial Zone North | 0.5 | 99.9999 | 50 | 25 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | ffad96fd75e8 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | A network slice is needed for stadium multi-angle replay in Industrial Zone North. It should have a latency of 0.5 ms, support 20 devices, and deliver 50 Mbps downstream and 25 Mbps upstream. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 0.5,
"reliability": 99.9999,
"throughput": {
"downlink": 50,
"uplink": 25
},
"maxNumberOfUEs": 20
},
"areaOfService": {
"region": "Industrial Zone North",
"cent... | a network slice is needed for <use_case> in <region>. it should have a latency of <num> ms, support <num> devices, and deliver <num> mbps downstream and <num> mbps upstream. | tpl_ff5617ae7435 | scn_e22e2d4d55b3a68c | jsonstruct_540d8cd1e74f5f9a | networkSliceBooking | true | true | true | true | true | 2,048 | 410 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
3aab0f3a7405 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000001 | wildfire drone surveillance | public_safety | Industrial Zone North | 20 | 99.5 | 300 | 200 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3aab0f3a7405 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | URGENT: A specialized network slice is needed for wildfire drone surveillance in Industrial Zone North, capable of handling 300 Mbps down and 200 Mbps up, with a strict latency limit of 20 ms for a maximum of 5000 active connections. | {
"id": "intent-784b3862d703",
"href": "/tmf-api/intentManagement/v4/intent/intent-784b3862d703",
"name": "eMBB Slice - Wildfire Drone Surveillance",
"description": "Intent for wildfire drone surveillance at Industrial Zone North with eMBB service level",
"lifecycleState": "Active",
"priority": 4,
"intent... | urgent: a specialized network slice is needed for <use_case> in <region>, capable of handling <num> mbps down and <num> mbps up, with a strict latency limit of <num> ms for a maximum of <num> active connections. | tpl_b295dc69c7a7 | scn_0553223ca6e54028 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,283 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
5373b2f1876c | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | URLLC | 2 | 000003 | SON self-optimization | telecom | Cell Site Cluster | 7 | 99.9999 | 20 | 75 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 5373b2f1876c | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | A low-latency network slice is required for SON self-optimization in Cell Site Cluster. Ensure the slice supports 50 endpoints, has a latency cap of 7 ms, and provides 20/75 Mbps DL/UL bandwidth. | {
"intent": {
"id": "intent-URLLC-aa1fa16bc16b",
"name": "Son Self-Optimization URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-11b33004f895",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLICE... | a low-latency network slice is required for <use_case> in <region>. ensure the slice supports <num> endpoints, has a latency cap of <num> ms, and provides <num>/<num> mbps dl/ul bandwidth. | tpl_0eb6a26b084d | scn_fe6657a857bc9270 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 703 | true | true | 0.055902 | 0.004994 | 0.055902 | train_base |
629f0ba4a6dc | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | eMBB | 1 | 000003 | irrigation IoT control | agriculture | Smart Farm Sector | 100 | 99 | 800 | 200 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 629f0ba4a6dc | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | We're launching irrigation IoT control at Smart Farm Sector and need dedicated network capacity. Please allocate a slice with 800 Mbps DL, 200 Mbps UL, latency below 100 ms, and capacity for 50000 devices at 99.0% availability. | {
"zsmIntent": {
"intentId": "zsm-intent-918e76e00cb8",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-613333",
"ownerType": "ManagementFunction",
"ownerDomain": "agriculture_management"
},
"intentExpression": {
"objectives": [
{
"o... | we're launching <use_case> at <region> and need dedicated network capacity. please allocate a slice with <num> mbps dl, <num> mbps ul, latency below <num> ms, and capacity for <num> devices at <num>% availability. | tpl_c22fb4a23567 | scn_a1ace86947f49716 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 911 | true | true | 0.055216 | 0.004994 | 0.055216 | train_base |
fbc125c7413d | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | V2X | 4 | 000002 | forward base connectivity | defense | Naval Port Zone | 20 | 99.99 | 25 | 150 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | fbc125c7413d | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Provision a vehicular communications slice for forward base connectivity in Naval Port Zone. Maximum allowable latency: 20 ms. Reliability SLA: 99.99%. DL/UL throughput: 25/150 Mbps. Connected vehicles: up to 5000. | {
"intent": {
"id": "intent-V2X-5e32b8191e05",
"name": "Forward Base Connectivity V2X Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-b324bbcbf803",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLICE... | provision a vehicular communications slice for <use_case> in <region>. maximum allowable latency: <num> ms. reliability sla: <num>%. dl/ul throughput: <num>/<num> mbps. connected vehicles: up to <num>. | tpl_1f4deeddd9a2 | scn_3f3f67cff36c558a | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 713 | true | true | 0.055132 | 0.004994 | 0.055132 | train_base |
209c0ce3626a | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | URLLC | 2 | 000003 | offshore platform monitoring | maritime | Harbor Zone A | 7 | 99.999 | 20 | 150 | 10 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 209c0ce3626a | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | For our offshore platform monitoring project located in Harbor Zone A, please allocate a network slice that ensures a latency under 7 ms, with 20 Mbps downlink and 150 Mbps uplink capacity for 10 simultaneous connections. | {
"zsmIntent": {
"intentId": "zsm-intent-0df5cb3dd0c8",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-262dcf",
"ownerType": "ManagementFunction",
"ownerDomain": "maritime_management"
},
"intentExpression": {
"objectives": [
{
"objectiveId":... | for our <use_case> project located in <region>, please allocate a network slice that ensures a latency under <num> ms, with <num> mbps downlink and <num> mbps uplink capacity for <num> simultaneous connections. | tpl_768a1bfa230a | scn_7f412cdf3f23725c | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 888 | true | true | 0.057166 | 0.004994 | 0.057166 | train_base |
85ef1f1d7cef | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | URLLC | 2 | 000003 | terminal crowd management | aviation | Healthcare Park | 1 | 99.9999 | 150 | 100 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 85ef1f1d7cef | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | A high-priority network slice is required for terminal crowd management in Healthcare Park with latency not exceeding 1 ms, throughput of 150 Mbps DL and 100 Mbps UL, and a maximum of 20 active devices. | {
"ManagedElement": {
"id": "gNB-011",
"GNBDUFunction": {
"id": "DU-044",
"gNBId": 11,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-044-002",
"cellLocalId": 2,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | a high-priority network slice is required for <use_case> in <region> with latency not exceeding <num> ms, throughput of <num> mbps dl and <num> mbps ul, and a maximum of <num> active devices. | tpl_97d6b6f21506 | scn_1c520053b5551bfd | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 544 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
e6f07e983306 | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | V2X | 4 | 000001 | demand response signaling | energy | Factory Complex A | 20 | 99.999 | 150 | 75 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e6f07e983306 | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | For the demand response signaling application in our energy project located in Factory Complex A, we request a V2X slice with a latency of ≤20 ms, 150 Mbps DL, 75 Mbps UL, and the capacity to manage 1000 UEs. | {
"ManagedElement": {
"id": "gNB-022",
"GNBDUFunction": {
"id": "DU-048",
"gNBId": 22,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-048-003",
"cellLocalId": 3,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | for the <use_case> application in our <sector> project located in <region>, we request a v2x slice with a latency of ≤<num> ms, <num> mbps dl, <num> mbps ul, and the capacity to manage <num> ues. | tpl_899ebebeff2c | scn_d1cca71872d31286 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 555 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
2477b7d546b4 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | URLLC | 2 | 000002 | fleet management telemetry | automotive | Healthcare Park | 3 | 99.999 | 50 | 75 | 10 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 2477b7d546b4 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | For our fleet management telemetry project in Healthcare Park, configure a URLLC slice with the following parameters: E2E latency ≤3 ms, DL throughput 50 Mbps, UL throughput 75 Mbps, and support up to 10 UEs. | {
"intent": {
"id": "intent-URLLC-3d0659b6dc48",
"name": "Fleet Management Telemetry URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-5d367c354ac3",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_... | for our <use_case> project in <region>, configure a urllc slice with the following parameters: e2e latency ≤<num> ms, dl throughput <num> mbps, ul throughput <num> mbps, and support up to <num> ues. | tpl_bfff1d56b670 | scn_3e12085e74334f97 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 703 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
60cabf5cd5e9 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | V2X | 4 | 000002 | SON self-optimization | telecom | Network Operations Center | 20 | 99.99 | 100 | 100 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 60cabf5cd5e9 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Set up a vehicle-to-everything communication slice for SON self-optimization in Network Operations Center. Latency must be under 20 ms with 99.99% reliability. Throughput: 100 Mbps DL, 100 Mbps UL for 1000 vehicles. | {
"id": "intent-5d8402cf604a",
"href": "/tmf-api/intentManagement/v4/intent/intent-5d8402cf604a",
"name": "V2X Slice - Son Self-Optimization",
"description": "Intent for SON self-optimization at Network Operations Center with V2X service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpression... | set up a vehicle-to-everything communication slice for <use_case> in <region>. latency must be under <num> ms with <num>% reliability. throughput: <num> mbps dl, <num> mbps ul for <num> vehicles. | tpl_faa2df0e87ac | scn_73d43acadc7573ef | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,297 | true | true | 0.059976 | 0.004994 | 0.059976 | train_base |
a6fbe65d6a2a | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000001 | police body camera streaming | public_safety | Hospital Campus | 30 | 99.95 | 100 | 200 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a6fbe65d6a2a | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | I need a high-bandwidth network slice for police body camera streaming in Hospital Campus. The slice should support at least 100 Mbps downlink and 200 Mbps uplink with latency under 30 ms for up to 500 simultaneous users. | {
"id": "intent-24e6e0c7bace",
"href": "/tmf-api/intentManagement/v4/intent/intent-24e6e0c7bace",
"name": "eMBB Slice - Police Body Camera Streaming",
"description": "Intent for police body camera streaming at Hospital Campus with eMBB service level",
"lifecycleState": "Active",
"priority": 4,
"intentExpr... | i need a high-bandwidth network slice for <use_case> in <region>. the slice should support at least <num> mbps downlink and <num> mbps uplink with latency under <num> ms for up to <num> simultaneous users. | tpl_b957d155ad85 | scn_390d97f0211360c6 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,284 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
752a78999fe9 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | eMBB | 1 | 000001 | hazmat incident command | public_safety | Industrial Zone North | 80 | 99.99 | 800 | 75 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 752a78999fe9 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | A high-performance network slice is essential for our hazmat incident command deployment in Industrial Zone North. This slice must offer 800 Mbps downlink and 75 Mbps uplink, with a latency requirement of 80 ms for up to 1000 concurrent users. | {
"a1Policy": {
"policyId": "a1-pol-embb-18a1ee",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-embb-65855b",
"cellId": "cell-091",
"sNSSAI": {
"sst": 1,
"sd": "000002"
}
},
"qosObjectives": {
"gfbr": 800,
"mfbr": ... | a high-performance network slice is essential for our <use_case> deployment in <region>. this slice must offer <num> mbps downlink and <num> mbps uplink, with a latency requirement of <num> ms for up to <num> concurrent users. | tpl_a612e0091732 | scn_12a525f916e84ed5 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 441 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
ba9ae81762bb | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | eMBB | 1 | 000001 | regulatory compliance monitoring | finance | Factory Complex A | 20 | 99.95 | 1,000 | 150 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | ba9ae81762bb | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | For regulatory compliance monitoring in Factory Complex A, we are requesting an eMBB slice that delivers 1000 Mbps downstream, 150 Mbps upstream, and keeps latency below 20 ms, supporting a maximum of 100 users. | {
"intent": {
"id": "intent-eMBB-6305174c84d3",
"name": "Regulatory Compliance Monitoring eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-87c6b8c96a4f",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": ... | for <use_case> in <region>, we are requesting an embb slice that delivers <num> mbps downstream, <num> mbps upstream, and keeps latency below <num> ms, supporting a maximum of <num> users. | tpl_ed308f437f46 | scn_e88b011b2f5063c5 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 710 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
ca79d6c3ae8b | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | eMBB | 1 | 000001 | wearable health device network | healthcare | Healthcare Park | 50 | 99 | 300 | 150 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | ca79d6c3ae8b | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Configure a broadband slice to support wearable health device network across Healthcare Park. We need 300 Mbps downlink capacity with 150 Mbps uplink. The maximum tolerable latency is 50 ms with 99.0% service reliability for 100 simultaneous connections. | {
"intent": {
"id": "intent-eMBB-59a15c005969",
"name": "Wearable Health Device Network eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-cd254791204c",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "N... | configure a broadband slice to support <use_case> across <region>. we need <num> mbps downlink capacity with <num> mbps uplink. the maximum tolerable latency is <num> ms with <num>% service reliability for <num> simultaneous connections. | tpl_779a00e3de0b | scn_2408ce508e9ac4ec | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 716 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
8779792f7826 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | eMBB | 1 | 000002 | joint force C2 network | defense | Industrial Zone North | 50 | 99.9 | 200 | 200 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 8779792f7826 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Set up an enhanced mobile broadband slice dedicated to joint force C2 network. Requirements: minimum 200 Mbps download speed, 200 Mbps upload, less than 50 ms round-trip delay, serving area is Industrial Zone North, expecting 500 connected devices. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 50,
"reliability": 99.9,
"throughput": {
"downlink": 200,
"uplink": 200
},
"maxNumberOfUEs": 500
},
"areaOfService": {
"region": "Industrial Zone North",
"center... | set up an enhanced mobile broadband slice dedicated to <use_case>. requirements: minimum <num> mbps download speed, <num> mbps upload, less than <num> ms round-trip delay, serving area is <region>, expecting <num> connected devices. | tpl_c559e2f31975 | scn_01812301ad99ff8b | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 420 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
bb5dfb8ae5b2 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | URLLC | 2 | 000001 | autonomous drone delivery | logistics | Healthcare Park | 10 | 99.9999 | 150 | 75 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | bb5dfb8ae5b2 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | A low-latency network slice is required for autonomous drone delivery in Healthcare Park. Ensure the slice supports 20 endpoints, has a latency cap of 10 ms, and provides 150/75 Mbps DL/UL bandwidth. | {
"zsmIntent": {
"intentId": "zsm-intent-1e785b5fdbd1",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-971761",
"ownerType": "ManagementFunction",
"ownerDomain": "logistics_management"
},
"intentExpression": {
"objectives": [
{
"objectiveId"... | a low-latency network slice is required for <use_case> in <region>. ensure the slice supports <num> endpoints, has a latency cap of <num> ms, and provides <num>/<num> mbps dl/ul bandwidth. | tpl_0eb6a26b084d | scn_923a132cacfbfa57 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 892 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
83c9033e03f6 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000002 | UAV swarm coordination | defense | Naval Port Zone | 2 | 99.999 | 100 | 25 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 83c9033e03f6 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | For UAV swarm coordination in Naval Port Zone, please allocate a network slice with 100 Mbps downlink, 25 Mbps uplink, and sub-2 ms latency, ensuring it can support up to 500 UEs. | {
"id": "intent-d820730f1bff",
"href": "/tmf-api/intentManagement/v4/intent/intent-d820730f1bff",
"name": "URLLC Slice - Uav Swarm Coordination",
"description": "Intent for UAV swarm coordination at Naval Port Zone with URLLC service level",
"lifecycleState": "Active",
"priority": 1,
"intentExpression": {... | for <use_case> in <region>, please allocate a network slice with <num> mbps downlink, <num> mbps uplink, and sub-<num> ms latency, ensuring it can support up to <num> ues. | tpl_94ecf83acc2a | scn_57cb5e54167d4c4a | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,276 | true | true | 0.055132 | 0.004994 | 0.055132 | train_base |
e2cd3a2d2a78 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | HMTC | 5 | 000001 | forward base connectivity | defense | Industrial Zone North | 0.1 | 99.99999 | 2,000 | 200 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e2cd3a2d2a78 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Setting up an HMTC slice for the forward base connectivity in Industrial Zone North involves achieving 0.1 ms latency, 99.99999% reliability, 2000/200 Mbps DL/UL, and the capability to connect 1000 devices. | {
"intent": {
"id": "intent-HMTC-e01978273520",
"name": "Forward Base Connectivity HMTC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-92a90fb3cd47",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLI... | setting up an hmtc slice for the <use_case> in <region> involves achieving <num> ms latency, <num>% reliability, <num>/<num> mbps dl/ul, and the capability to connect <num> devices. | tpl_843cea87467a | scn_ba21692295951c90 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 717 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
160a62700b8d | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000001 | live 8K UHD broadcast | media | Factory Complex A | 20 | 99.9 | 200 | 200 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 160a62700b8d | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Set up an enhanced mobile broadband slice dedicated to live 8K UHD broadcast. Requirements: minimum 200 Mbps download speed, 200 Mbps upload, less than 20 ms round-trip delay, serving area is Factory Complex A, expecting 1000 connected devices. | {
"id": "intent-cc6edaafecff",
"href": "/tmf-api/intentManagement/v4/intent/intent-cc6edaafecff",
"name": "eMBB Slice - Live 8K Uhd Broadcast",
"description": "Intent for live 8K UHD broadcast at Factory Complex A with eMBB service level",
"lifecycleState": "Active",
"priority": 4,
"intentExpression": {
... | set up an enhanced mobile broadband slice dedicated to <use_case>. requirements: minimum <num> mbps download speed, <num> mbps upload, less than <num> ms round-trip delay, serving area is <region>, expecting <num> connected devices. | tpl_c559e2f31975 | scn_1a70c3c81f4dad58 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,289 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
4faef54b62a9 | [
{
"role": "system",
"content": "You are a TMF921-compliant Intent Lifecycle Manager. Given a resume request, output the TMF921 Intent PATCH operation JSON that transitions the intent from Suspended back to Active state."
},
{
"role": "user",
"content": "Reactivate intent intent-a2f6eb49874b from... | tmf921_lifecycle_resume | mMTC | 3 | 000003 | network function virtualization orchestration | telecom | Hospital Campus | 50 | 90 | 50 | 10 | 1,000,000 | resume | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 4faef54b62a9 | single_turn | You are a TMF921-compliant Intent Lifecycle Manager. Given a resume request, output the TMF921 Intent PATCH operation JSON that transitions the intent from Suspended back to Active state. | Reactivate intent intent-a2f6eb49874b from suspended state. Restore network function virtualization orchestration service at Hospital Campus with the same KPI targets. | {
"intentPatch": {
"id": "intent-a2f6eb49874b",
"lifecycleState": "Active",
"fulfillmentInfo": {
"fulfillmentStatus": "InProgress",
"resumptionDate": "2026-04-24T09:11:31Z",
"resumptionAction": "RestoreFromSuspended"
},
"@type": "IntentUpdate"
}
} | reactivate intent intent-<hex> from suspended state. restore <use_case> service at <region> with the same kpi targets. | tpl_486351a8cad8 | scn_f7d5351d6b83f1a6 | jsonstruct_34ab073c6822d7da | intentPatch | true | true | true | true | true | 2,048 | 190 | true | true | 0.013828 | 0.066815 | 0.069138 | train_base |
1da0b6e14db4 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | URLLC | 2 | 000003 | public WiFi mesh backhaul | smart_city | Industrial Zone North | 3 | 99.999 | 150 | 25 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 1da0b6e14db4 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | We are submitting a request for a URLLC-grade slice in Industrial Zone North to support public WiFi mesh backhaul. The performance criteria are: 3 ms maximum latency, 99.999% minimum reliability, 150 Mbps/25 Mbps downlink/uplink, capable of handling up to 5000 user equipment. | {
"zsmIntent": {
"intentId": "zsm-intent-515b39e88d6a",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-cb72e2",
"ownerType": "ManagementFunction",
"ownerDomain": "smart_city_management"
},
"intentExpression": {
"objectives": [
{
"ob... | we are submitting a request for a urllc-grade slice in <region> to support <use_case>. the performance criteria are: <num> ms maximum latency, <num>% minimum reliability, <num> mbps/<num> mbps downlink/uplink, capable of handling up to <num> user equipment. | tpl_e69653694ef9 | scn_c49e34ad170646ea | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 913 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
14267fb3ce7b | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000003 | tactical edge computing mesh | defense | Military Base Perimeter | 7 | 99.999 | 20 | 75 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 14267fb3ce7b | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | A low-latency network slice is required for tactical edge computing mesh in Military Base Perimeter. Ensure the slice supports 50 endpoints, has a latency cap of 7 ms, and provides 20/75 Mbps DL/UL bandwidth. | {
"id": "intent-f76048da7201",
"href": "/tmf-api/intentManagement/v4/intent/intent-f76048da7201",
"name": "URLLC Slice - Tactical Edge Computing Mesh",
"description": "Intent for tactical edge computing mesh at Military Base Perimeter with URLLC service level",
"lifecycleState": "Active",
"priority": 1,
"... | a low-latency network slice is required for <use_case> in <region>. ensure the slice supports <num> endpoints, has a latency cap of <num> ms, and provides <num>/<num> mbps dl/ul bandwidth. | tpl_0eb6a26b084d | scn_4699f1bed5ac4053 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,273 | true | true | 0.062622 | 0.004994 | 0.062622 | train_base |
d35d09cc1ffe | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | URLLC | 2 | 000003 | remote robotic surgery | healthcare | Healthcare Park | 1 | 99.9999 | 300 | 100 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | d35d09cc1ffe | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Low-latency slice request for remote robotic surgery in Healthcare Park: Max latency 1 ms, 500 endpoints supported, 300/100 Mbps DL/UL bandwidth. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 1,
"reliability": 99.9999,
"throughput": {
"downlink": 300,
"uplink": 100
},
"maxNumberOfUEs": 500
},
"areaOfService": {
"region": "Healthcare Park",
"center": ... | low-latency slice request for <use_case> in <region>: max latency <num> ms, <num> endpoints supported, <num>/<num> mbps dl/ul bandwidth. | tpl_431ed7b80986 | scn_8506dec910a734da | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 383 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
39f77080e9b7 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | HMTC | 5 | 000002 | V2X intersection management | automotive | Factory Complex A | 5 | 99.99999 | 1,000 | 200 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 39f77080e9b7 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | A high-performance MTC slice is needed for V2X intersection management in Factory Complex A. The requirements are 5 ms latency, 1000/200 Mbps DL/UL bandwidth, and support for 1000 user equipment. | {
"id": "intent-d19b4fb3eaf6",
"href": "/tmf-api/intentManagement/v4/intent/intent-d19b4fb3eaf6",
"name": "HMTC Slice - V2X Intersection Management",
"description": "Intent for V2X intersection management at Factory Complex A with HMTC service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpr... | a high-performance mtc slice is needed for <use_case> in <region>. the requirements are <num> ms latency, <num>/<num> mbps dl/ul bandwidth, and support for <num> user equipment. | tpl_53b95064addb | scn_7fbc261f7e4c92c3 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,284 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
12e68edc5cda | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | V2X | 4 | 000002 | public transport real-time info | smart_city | Industrial Zone North | 20 | 99.99 | 25 | 75 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 12e68edc5cda | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | For the public transport real-time info application in our smart_city project located in Industrial Zone North, we request a V2X slice with a latency of ≤20 ms, 25 Mbps DL, 75 Mbps UL, and the capacity to manage 1000 UEs. | {
"zsmIntent": {
"intentId": "zsm-intent-2a83a3e6f0ee",
"intentType": "ServiceIntent",
"intentOwner": {
"ownerId": "owner-278d03",
"ownerType": "ManagementFunction",
"ownerDomain": "smart_city_management"
},
"intentExpression": {
"objectives": [
{
"objecti... | for the <use_case> application in our <sector> project located in <region>, we request a v2x slice with a latency of ≤<num> ms, <num> mbps dl, <num> mbps ul, and the capacity to manage <num> ues. | tpl_899ebebeff2c | scn_dff5730bccdc2142 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 897 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
317a6917f008 | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | eMBB | 1 | 000002 | hazmat incident command | public_safety | City Emergency Zone | 50 | 99.95 | 300 | 25 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 317a6917f008 | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | Deploy an eMBB slice in City Emergency Zone optimized for hazmat incident command. The service must guarantee 300 Mbps downstream, 25 Mbps upstream, with end-to-end latency not exceeding 50 ms. Reliability target is 99.95%. Maximum 1000 users. | {
"ManagedElement": {
"id": "gNB-050",
"GNBDUFunction": {
"id": "DU-008",
"gNBId": 50,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-008-005",
"cellLocalId": 5,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | deploy an embb slice in <region> optimized for <use_case>. the service must guarantee <num> mbps downstream, <num> mbps upstream, with end-to-end latency not exceeding <num> ms. reliability target is <num>%. maximum <num> users. | tpl_954037d24f92 | scn_25d0043dbd863543 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 559 | true | true | 0.061314 | 0.004994 | 0.061314 | train_base |
0e478b95aea7 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | mMTC | 3 | 000001 | demand response signaling | energy | Hospital Campus | 30 | 99.5 | 5 | 10 | 500,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 0e478b95aea7 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | We're deploying 500000 IoT devices for demand response signaling at Hospital Campus. Need a dedicated slice with 5 Mbps DL, 10 Mbps UL, 30 ms max latency, and 99.5% reliability. | {
"intent": {
"id": "intent-mMTC-5f4278b90948",
"name": "Demand Response Signaling mMTC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-e63cdb32c8a5",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLI... | we're deploying <num> iot devices for <use_case> at <region>. need a dedicated slice with <num> mbps dl, <num> mbps ul, <num> ms max latency, and <num>% reliability. | tpl_6b1d21d0b43a | scn_8d1198446e3994fe | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 699 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
897862337fd0 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | eMBB | 1 | 000002 | livestock tracking network | agriculture | Smart Farm Sector | 30 | 99.9 | 800 | 50 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 897862337fd0 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Set up an enhanced mobile broadband slice dedicated to livestock tracking network. Requirements: minimum 800 Mbps download speed, 50 Mbps upload, less than 30 ms round-trip delay, serving area is Smart Farm Sector, expecting 10000 connected devices. | {
"intent": {
"id": "intent-eMBB-2abd3d8677b1",
"name": "Livestock Tracking Network eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-6870034b1871",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLI... | set up an enhanced mobile broadband slice dedicated to <use_case>. requirements: minimum <num> mbps download speed, <num> mbps upload, less than <num> ms round-trip delay, serving area is <region>, expecting <num> connected devices. | tpl_c559e2f31975 | scn_1a0d799ff738a1e1 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 714 | true | true | 0.055216 | 0.004994 | 0.055216 | train_base |
386d6b0e6a36 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | eMBB | 1 | 000002 | EV charging coordination | automotive | Medical Center District | 80 | 99 | 1,000 | 75 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 386d6b0e6a36 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | CRITICAL: EV charging coordination in Medical Center District demands a dedicated network slice with 1000 Mbps DL, 75 Mbps UL, and a latency limit of 80 ms, supporting up to 1000 users. | {
"zsmIntent": {
"intentId": "zsm-intent-5888994785b8",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-4b17cb",
"ownerType": "ManagementFunction",
"ownerDomain": "automotive_management"
},
"intentExpression": {
"objectives": [
{
"ob... | critical: <use_case> in <region> demands a dedicated network slice with <num> mbps dl, <num> mbps ul, and a latency limit of <num> ms, supporting up to <num> users. | tpl_a9a470148ccb | scn_ec54d813a4acfd5f | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 892 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
67c9d5ca3e3f | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | mMTC | 3 | 000002 | disaster relief coordination | public_safety | Disaster Response Area | 50 | 99.5 | 5 | 5 | 100,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 67c9d5ca3e3f | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Deploy a massive machine-type communications slice for disaster relief coordination. Area: Disaster Response Area. Device density: 100000 endpoints. Aggregate throughput: 5 Mbps DL, 5 Mbps UL. Latency: up to 50 ms acceptable. Reliability: 99.5%. | {
"networkSliceBooking": {
"sliceType": "mMTC",
"sliceProfile": {
"latencyTarget": 50,
"reliability": 99.5,
"throughput": {
"downlink": 5,
"uplink": 5
},
"maxNumberOfUEs": 100000
},
"areaOfService": {
"region": "Disaster Response Area",
"center... | deploy a massive machine-type communications slice for <use_case>. area: <region>. device density: <num> endpoints. aggregate throughput: <num> mbps dl, <num> mbps ul. latency: up to <num> ms acceptable. reliability: <num>%. | tpl_4bd502204cbc | scn_49e1d4b81c1317fd | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 421 | true | true | 0.060412 | 0.004994 | 0.060412 | train_base |
448cfc076775 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | V2X | 4 | 000001 | regulatory compliance monitoring | finance | Industrial Zone North | 20 | 99.9999 | 150 | 50 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 448cfc076775 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Could you set up a V2X network slice for regulatory compliance monitoring in Industrial Zone North? It needs to offer 150 Mbps DL, 50 Mbps UL, sub-20 ms latency, and support 100 vehicles at once. | {
"id": "intent-1a4707da340e",
"href": "/tmf-api/intentManagement/v4/intent/intent-1a4707da340e",
"name": "V2X Slice - Regulatory Compliance Monitoring",
"description": "Intent for regulatory compliance monitoring at Industrial Zone North with V2X service level",
"lifecycleState": "Active",
"priority": 2,
... | could you set up a v2x network slice for <use_case> in <region>? it needs to offer <num> mbps dl, <num> mbps ul, sub-<num> ms latency, and support <num> vehicles at once. | tpl_460ce048ceff | scn_1be6cfa81ef6f6aa | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,280 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
94980997003f | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | URLLC | 2 | 000003 | joint force C2 network | defense | Medical Center District | 1 | 99.999 | 20 | 25 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 94980997003f | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Provision a deterministic low-latency network slice for joint force C2 network. Location: Medical Center District. The latency SLA is 1 ms, reliability floor is 99.999%. Provide 20 Mbps downstream and 25 Mbps upstream bandwidth for 20 devices. | {
"zsmIntent": {
"intentId": "zsm-intent-1ef85dddb328",
"intentType": "ServiceIntent",
"intentOwner": {
"ownerId": "owner-216fce",
"ownerType": "ManagementFunction",
"ownerDomain": "defense_management"
},
"intentExpression": {
"objectives": [
{
"objectiveI... | provision a deterministic low-latency network slice for <use_case>. location: <region>. the latency sla is <num> ms, reliability floor is <num>%. provide <num> mbps downstream and <num> mbps upstream bandwidth for <num> devices. | tpl_e2291246a84c | scn_43a6b1942b84dc80 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 891 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
92fc217707b4 | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | eMBB | 1 | 000001 | fleet management telemetry | automotive | Healthcare Park | 20 | 99.5 | 300 | 50 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 92fc217707b4 | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | Our automotive division requires a broadband network slice for fleet management telemetry at Healthcare Park. Target KPIs: 300 Mbps DL throughput, 50 Mbps UL, maximum 20 ms latency, 99.5% availability, supporting 1000 endpoints. | {
"ManagedElement": {
"id": "gNB-026",
"GNBDUFunction": {
"id": "DU-010",
"gNBId": 26,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-010-010",
"cellLocalId": 10,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef... | our <sector> division requires a broadband network slice for <use_case> at <region>. target kpis: <num> mbps dl throughput, <num> mbps ul, maximum <num> ms latency, <num>% availability, supporting <num> endpoints. | tpl_eb0413d19dc8 | scn_efcc4787c77e7929 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 554 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
d5d8ac509a78 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | eMBB | 1 | 000001 | container yard automation | logistics | Medical Center District | 50 | 99 | 1,000 | 150 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | d5d8ac509a78 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Critical: Set up a network slice for container yard automation in Medical Center District with DL 1000 Mbps, UL 150 Mbps, latency ≤50 ms, and the ability to handle 10000 UEs. | {
"intent": {
"id": "intent-eMBB-08db237f9409",
"name": "Container Yard Automation eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-8de0781a32ed",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLI... | critical: set up a network slice for <use_case> in <region> with dl <num> mbps, ul <num> mbps, latency ≤<num> ms, and the ability to handle <num> ues. | tpl_58a3a4298893 | scn_b52d2f7f74619127 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 704 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
a30f907e2f76 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | MPS | 5 | 000004 | worker safety wearable mesh | construction | Hospital Campus | 10 | 99.999 | 100 | 25 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a30f907e2f76 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Critical infrastructure setup for worker safety wearable mesh in Hospital Campus demands a network slice with 10 ms latency, 100/25 Mbps throughput, and support for 50 connected devices. | {
"networkSliceBooking": {
"sliceType": "MPS",
"sliceProfile": {
"latencyTarget": 10,
"reliability": 99.999,
"throughput": {
"downlink": 100,
"uplink": 25
},
"maxNumberOfUEs": 50
},
"areaOfService": {
"region": "Hospital Campus",
"center": {
... | critical infrastructure setup for <use_case> in <region> demands a network slice with <num> ms latency, <num>/<num> mbps throughput, and support for <num> connected devices. | tpl_d88322663ac4 | scn_edda24f5d94ff742 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 387 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
e6e71fd2fcd5 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | eMBB | 1 | 000001 | algorithmic trading low-latency | finance | Financial District | 50 | 99.99 | 200 | 50 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e6e71fd2fcd5 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Configure a broadband slice to support algorithmic trading low-latency across Financial District. We need 200 Mbps downlink capacity with 50 Mbps uplink. The maximum tolerable latency is 50 ms with 99.99% service reliability for 1000 simultaneous connections. | {
"intent": {
"id": "intent-eMBB-267b684ec6a2",
"name": "Algorithmic Trading Low-Latency eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-304d160697a3",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "N... | configure a broadband slice to support <use_case> across <region>. we need <num> mbps downlink capacity with <num> mbps uplink. the maximum tolerable latency is <num> ms with <num>% service reliability for <num> simultaneous connections. | tpl_779a00e3de0b | scn_054dcc70fd67cf02 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 722 | true | true | 0.060634 | 0.004994 | 0.060634 | train_base |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.