Datasets:

glouriousgautam
/

qwen3-6-35b-a3b-function-calling-6k

row_no int64 1 5.5k	text stringlengths 1.17k 14.5k	record_json stringlengths 1.6k 14.4k	teacher_model stringclasses 1 value	domain stringclasses 18 values	pattern stringclasses 6 values	difficulty int64 1 5	local_quality float64 0.85 1
147	System: You are an administrative assistant for the fictional 'Aurora Shire Council' in Australia. Your role is to help citizens manage their local government records. You must strictly follow Australian privacy laws (Privacy Act 1988) and council by-laws. Do not reveal internal system IDs or sensitive PII unless expli...	{"blueprint_id":"bp_000000000338","domain":"memory_and_context_management","pattern":"dependent_function_calls","difficulty":4,"system_prompt":"You are an administrative assistant for the fictional 'Aurora Shire Council' in Australia. Your role is to help citizens manage their local government records. You must strictl...	unsloth/Qwen3.6-35B-A3B	memory_and_context_management	dependent_function_calls	4	1
207	System: You are a content operations assistant for 'MediaFlow Inc.', a digital publishing platform. Your role is to help editors manage content workflows, including scheduling, categorizing, and tagging articles. You must use the provided tools to perform actions. If the user's request is ambiguous regarding specific i...	{"blueprint_id":"bp_000000000477","domain":"communication_and_collaboration","pattern":"clarification_before_function_call","difficulty":3,"system_prompt":"You are a content operations assistant for 'MediaFlow Inc.', a digital publishing platform. Your role is to help editors manage content workflows, including schedul...	unsloth/Qwen3.6-35B-A3B	communication_and_collaboration	clarification_before_function_call	3	0.99
146	System: You are a Security Policy Orchestrator for 'BharatSecure GovAdmin'. Your role is to manage user permissions, audit logs, and policy enforcement for government administrative portals. You must strictly follow the principle of least privilege. When a request involves modifying permissions or accessing sensitive a...	{"blueprint_id":"bp_000000000337","domain":"security_permissions_and_policy","pattern":"clarification_before_function_call","difficulty":3,"system_prompt":"You are a Security Policy Orchestrator for 'BharatSecure GovAdmin'. Your role is to manage user permissions, audit logs, and policy enforcement for government admin...	unsloth/Qwen3.6-35B-A3B	security_permissions_and_policy	clarification_before_function_call	3	0.99
358	System: You are an intelligent research assistant specialized in coordinating cross-departmental project workflows. You must strictly adhere to tool outputs for factual data. Do not hallucinate dates, IDs, or statuses. Always validate dependencies before making subsequent calls. Tools: [{"description": "Retrieves the c...	{"blueprint_id":"bp_000000000818","domain":"workflow_planning_and_automation","pattern":"dependent_function_calls","difficulty":4,"system_prompt":"You are an intelligent research assistant specialized in coordinating cross-departmental project workflows. You must strictly adhere to tool outputs for factual data. Do not...	unsloth/Qwen3.6-35B-A3B	workflow_planning_and_automation	dependent_function_calls	4	1
11	System: You are a security policy assistant for a personal productivity workspace. You help users manage access permissions for shared documents. Always verify current permissions before granting new access to avoid conflicts or security breaches. Use the provided tools to check existing roles and update permissions. T...	{"blueprint_id":"bp_000000000031","domain":"security_permissions_and_policy","pattern":"dependent_function_calls","difficulty":2,"system_prompt":"You are a security policy assistant for a personal productivity workspace. You help users manage access permissions for shared documents. Always verify current permissions be...	unsloth/Qwen3.6-35B-A3B	security_permissions_and_policy	dependent_function_calls	2	0.92
235	System: You are a precise scheduling assistant for the fictional 'Sydney Tech Hub'. You must verify event details and availability. Always check the local time in Sydney (Australia/Sydney) before confirming any bookings. Use the provided tools to fetch data. Do not hallucinate times or availability. Tools: [{"descripti...	{"blueprint_id":"bp_000000000538","domain":"evaluation_and_verification","pattern":"dependent_function_calls","difficulty":4,"system_prompt":"You are a precise scheduling assistant for the fictional 'Sydney Tech Hub'. You must verify event details and availability. Always check the local time in Sydney (Australia/Sydne...	unsloth/Qwen3.6-35B-A3B	evaluation_and_verification	dependent_function_calls	4	1
34	System: You are a security policy assistant for 'Nexus Corp'. Your job is to help users manage data workflows, check permissions, and schedule audits. You must be precise with timezones and identifiers. If a user request is ambiguous regarding scope or timing, you must ask for clarification before making any tool calls...	{"blueprint_id":"bp_000000000085","domain":"security_permissions_and_policy","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are a security policy assistant for 'Nexus Corp'. Your job is to help users manage data workflows, check permissions, and schedule audits. You must be precise w...	unsloth/Qwen3.6-35B-A3B	security_permissions_and_policy	clarification_before_function_call	1	0.91
77	System: You are a helpful assistant specialized in processing multimodal data requests. You have access to tools for image analysis, text summarization, and data retrieval. Always ensure you have all necessary parameters before calling tools. If a user request is ambiguous regarding the input type or specific constrain...	{"blueprint_id":"bp_000000000177","domain":"multimodal_processing","pattern":"clarification_before_function_call","difficulty":3,"system_prompt":"You are a helpful assistant specialized in processing multimodal data requests. You have access to tools for image analysis, text summarization, and data retrieval. Always en...	unsloth/Qwen3.6-35B-A3B	multimodal_processing	clarification_before_function_call	3	0.99
459	System: You are an infrastructure operations assistant for the fictional company 'Nebula Cloud'. Your role is to assist users with checking server status, managing alerts, and viewing logs. You have access to several tools. Always prioritize user safety and data integrity. If a request is ambiguous or potentially harmf...	{"blueprint_id":"bp_000000001035","domain":"communication_and_collaboration","pattern":"single_function_call","difficulty":1,"system_prompt":"You are an infrastructure operations assistant for the fictional company 'Nebula Cloud'. Your role is to assist users with checking server status, managing alerts, and viewing lo...	unsloth/Qwen3.6-35B-A3B	communication_and_collaboration	single_function_call	1	0.85
423	System: You are a helpful customer support assistant for 'TechFlow Solutions'. You help users troubleshoot their devices and schedule service appointments. Always verify user identity and specific device details before proceeding. Use the provided tools to search for device information and schedule services. If informa...	{"blueprint_id":"bp_000000000957","domain":"retrieval_and_search","pattern":"clarification_before_function_call","difficulty":3,"system_prompt":"You are a helpful customer support assistant for 'TechFlow Solutions'. You help users troubleshoot their devices and schedule service appointments. Always verify user identity...	unsloth/Qwen3.6-35B-A3B	retrieval_and_search	clarification_before_function_call	3	0.99
42	System: You are an AI assistant specialized in managing multimedia assets for a fictional research archive called 'OmniMedia'. You can search for images, retrieve metadata, and upload new assets. Always verify specific constraints like resolution or format before proceeding with actions that modify the database. If use...	{"blueprint_id":"bp_000000000105","domain":"multimodal_processing","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are an AI assistant specialized in managing multimedia assets for a fictional research archive called 'OmniMedia'. You can search for images, retrieve metadata, and uploa...	unsloth/Qwen3.6-35B-A3B	multimodal_processing	clarification_before_function_call	1	0.88
326	System: You are a personal productivity assistant for Arthur Pendelton, a senior editor at 'The Daily Chronicle'. You are efficient, concise, and strictly factual. You do not hallucinate information. If a tool fails or returns no results, state that clearly. You must use the provided tools to retrieve real-time data ab...	{"blueprint_id":"bp_000000000741","domain":"retrieval_and_search","pattern":"parallel_function_calls","difficulty":2,"system_prompt":"You are a personal productivity assistant for Arthur Pendelton, a senior editor at 'The Daily Chronicle'. You are efficient, concise, and strictly factual. You do not hallucinate informa...	unsloth/Qwen3.6-35B-A3B	retrieval_and_search	parallel_function_calls	2	0.95
9	System: You are an AI assistant specialized in personal productivity. You have access to tools for managing tasks, calendar events, and notes. Always prioritize user clarity before executing actions. If a request is ambiguous regarding time, location, or priority, ask for clarification. Do not hallucinate data. Use the...	{"blueprint_id":"bp_000000000025","domain":"browser_and_computer_control","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are an AI assistant specialized in personal productivity. You have access to tools for managing tasks, calendar events, and notes. Always prioritize user clarity b...	unsloth/Qwen3.6-35B-A3B	browser_and_computer_control	clarification_before_function_call	1	0.91
372	System: You are an Infrastructure Operations Assistant. You manage a fictional Git repository named 'alpha-repo' hosted on 'git.internal'. You have tools to list files, read file contents, and execute deployment scripts. You must strictly follow dependency chains: you cannot deploy a file that hasn't been verified or l...	{"blueprint_id":"bp_000000000851","domain":"repository_and_filesystem_operations","pattern":"dependent_function_calls","difficulty":2,"system_prompt":"You are an Infrastructure Operations Assistant. You manage a fictional Git repository named 'alpha-repo' hosted on 'git.internal'. You have tools to list files, read fil...	unsloth/Qwen3.6-35B-A3B	repository_and_filesystem_operations	dependent_function_calls	2	0.95

End of preview. Expand in Data Studio

Qwen3.6 35B A3B Function Calling 6K

This dataset contains approximately 6,000 synthetic general function-calling records generated for training small language models on tool-use behavior.

Intended Use

The dataset is intended for:

continued pretraining of compact language models on function-calling transcripts
later instruction tuning for tool selection and argument construction
evaluation and debugging of small models that need reliable structured tool use

Primary focus: higher-variety function-calling records across software, data, browser, workflow, security, scheduling, and knowledge-work domains.

Data Format

Records are stored as Parquet shards. The generated datasets use a compact schema similar to:

row_no: stable row number within the generated corpus
text: rendered training transcript containing system prompt, tool definitions, user request, assistant tool calls, function outputs, and final answer
record_json: structured JSON record used to render the transcript
teacher_model: model used to synthesize the record
domain: scenario domain or calendar/clock subdomain
pattern: function-calling pattern, such as single call, dependent calls, clarification, error recovery, or no call
difficulty: synthetic difficulty band
local_quality: local quality score assigned by the generator

Generation

Source model: unsloth/Qwen3.6-35B-A3B

The data was generated with local notebook pipelines in the data_gen workspace. The generator prompts the source model to emit strict JSON records, validates those records locally, deduplicates near-identical examples, and periodically writes durable Parquet checkpoints.

Verification

Verification used: strict local schema validation, ID/call-output matching, deduplication, durable shard verification, and sampled Gemini audits.

These checks are designed to remove malformed records and reduce obvious semantic errors, but they are not a formal proof of correctness.

Limitations

Downstream users should validate against their own tool schemas and formatting conventions.
The data is synthetic and may encode style or reasoning patterns from the source model.
Tool schemas, tool names, and function outputs are fictional examples for training and should not be treated as live API documentation.
Users should perform their own filtering and audits before using the dataset for production systems.

License

This dataset is licensed under the Apache License 2.0. The source models used to generate this synthetic dataset are licensed under Apache 2.0, and the generation pipeline logic is custom-written.

Citation

If this dataset is useful, cite the Hugging Face repository URL:

glouriousgautam/qwen3-6-35b-a3b-function-calling-6k

Dataset card generated on 2026-06-27.

Downloads last month: 207