condition stringclasses 1
value | messages listlengths 2 2 | source dict | synthetic_audit dict |
|---|---|---|---|
direct | [
{
"content": "This assembly contends that the ASEAN bloc should establish a strategic alliance with South Asian nations. What point could be raised for this motion? A: Claim: [Collaborative trade agreements will stimulate regional market growth.] This assembly contends that the African Union should adopt a cent... | {
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"group": "high40",
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"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:1129",
"synth_source_sl... | {
"anonymous_generation_notes": "Replaced the European Union and Mediterranean countries with ASEAN and South Asian nations. Replaced the UN and US references with the WHO and private philanthropy. Changed 'federal Europe' to 'African Union centralized treasury'. Changed 'executive branch term limits' to 'judicial ag... |
direct | [
{
"content": "Arguments: 1. Consider the example of Iceland, which maintains a very low wealth gap and consistently ranks high in general wellbeing, public health, and educational attainment. 2. Various global indices frequently place Nordic nations at the top of happiness surveys, correlating high life satisfa... | {
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"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:518",
"synth_source_slu... | {
"anonymous_generation_notes": "",
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"heuristic_keep": true,
"original_pii_like_hits": 9,
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"judge": {
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"keep": true,
"low_textual_... |
direct | [
{
"content": "Arguments: 1. Implementing a universal basic income reduces systemic poverty. 2. By providing a guaranteed floor, citizens can pursue education or entrepreneurship without fear of homelessness. 3. Automated systems and AI are replacing traditional labor, making traditional employment models obsole... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:7",
"synth_source_slug"... | {
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"original_pii_like_hits": 2,
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"keep": true... |
direct | [
{
"content": "Question: Summarize the argument implied by these sentences. 1. This legislation was clearly drafted based on theological convictions. 2. During a press conference, Senator Elena Vance argued that divine law forbids such practices, citing a sacred text to justify the ban, despite the diverse belie... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:409",
"synth_source_slu... | {
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"judge": {
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"keep": true... |
direct | [
{
"content": "Sentences: 1. Dr. Aris suggests that integrating artistic expression into urban planning fosters a creative civic atmosphere. 2. Some theorists argue that urban stability depends not just on zoning laws, but on core values like inclusivity, accessibility, and sustainable design. 3. Data from sever... | {
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"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:919",
"synth_source_slu... | {
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"keep": true,... |
direct | [
{
"content": "Problem: Implementing a four-day workweek increases employee productivity. Come up with some evidence to support this. ++++++++++ Evidence: 1. Reducing hours forces staff to prioritize high-impact tasks and eliminate unnecessary meetings. 2. Better work-life balance leads to lower burnout rates an... | {
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"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:1064",
"synth_source_sl... | {
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"keep": true... |
direct | [
{
"content": "Question: Summarize the argument implied by these sentences. 1. This legislation permits the core data to be presented and then analyzed through multiple theoretical frameworks. 2. The mandate ensures that local districts adhere to the regional academic standards. 3. It safeguards the delivery of ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:474",
"synth_source_slu... | {
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"original_pii_like_hits": 3,
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direct | [
{
"content": "Argument:1. Access to clean drinking water is a fundamental necessity that transcends national borders; we must work toward ensuring every community has this resource. 2. It is an error to claim that certain regions are exempt from this standard due to local customs or economic status. 3. The righ... | {
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"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:510",
"synth_source_slu... | {
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"original_pii_like_hits": 3,
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direct | [
{
"content": "Sentences: 1. Individuals who have paid for professional certification courses should retain access to the learning modules after completion, as these resources are essential for lifelong skill maintenance. 2. In the East Asian technical sector, private funding dominates the landscape, with only 1... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:571",
"synth_source_slu... | {
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"keep": true... |
direct | [
{
"content": "PROBLEM: Claim: The lack of accessibility in public transit systems unfairly marginalizes elderly citizens. What evidence supports this claim? EVIDENCE: 1. Many urban hubs still rely on stairs-only access, which prevents those with mobility aids from using the service. 2. Surveys show that 40% of ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:2",
"synth_source_slug"... | {
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"original_pii_like_hits": 11,
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direct | [
{
"content": "Sentences: 1. When a pioneer innovates, others tend to emulate the success; thus, a modest initial investment can yield massive returns. 2. It showcases innovators from tiny provinces, like the coastal towns of Zephyr, who can inspire regional entrepreneurs. 3. Without the grant, the only visible ... | {
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"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:10",
"synth_source_slug... | {
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direct | [
{
"content": "Sentences: 1. August 12, 2015 , 2. The Urban Greenery Initiative : Scaling City Projects . . 3. Metro Ecology Journal . 4. Availability of technical manuals ensures that local municipalities are not solely reliant on foreign consultants for maintenance . 5. Many emerging cities lack the capital fo... | {
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"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:144",
"synth_source_slu... | {
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direct | [
{
"content": "Sentences: 1. Global Health Watch, The Insulin Crisis, The Cost of Life Insurance ibid 2. These pricing models are applied specifically to diabetic patients in Northern Europe, where essential medications have seen massive price hikes due to patent extensions. 3. To combat this, local advocacy gro... | {
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"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:1011",
"synth_source_sl... | {
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"original_pii_like_hits": 8,
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direct | [
{
"content": "Question: Summarize the argument implied by these sentences. 1. Individual liberty is vital, yet it must be restricted when it infringes upon the safety of others. 2. High-intensity street racing endangers pedestrians and residents, causing tangible public harm. 3. Because this activity creates su... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:69",
"synth_source_slug... | {
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direct | [
{
"content": "Sentences: 1. The notion that culinary expertise is best acquired through formal schooling is a relatively new concept. 2. For centuries, the most renowned chefs learned through apprenticeship. 3. The mastery of flavor and technique is a tactile skill developed through repetition, not textbooks. 4... | {
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"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:944",
"synth_source_slu... | {
"anonymous_generation_notes": "The task is a few-shot claim extraction/summarization. I replaced the original examples (Arts education, Gender in sports, and the Schengen Agreement) with synthetic equivalents (Culinary education, Cryptocurrency markets, and a fictional Global Trade Accord). All names, dates, locati... |
direct | [
{
"content": "Problem: Municipalities should implement strict zoning laws to preserve green spaces. Come up with some evidence to support this. ++++++++++ Evidence: 1. Urban greenery reduces the heat island effect, lowering energy costs for residents. 2. Local ordinances that prioritize parks over commercial de... | {
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"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:954",
"synth_source_slu... | {
"anonymous_generation_notes": "The original task was a few-shot prompt requesting evidence to support specific claims. I replaced all original topics (soda bans/NYC, Mediterranean Union, youth boredom, and colonial reparations) with entirely new synthetic scenarios (zoning laws, digital currency, four-day work week... |
direct | [
{
"content": "Question: Summarize the argument implied by these sentences. 1. In Canada, a 2012 judicial decision granted the right to participate in elections to inmates serving short-term sentences. 2. In the United Kingdom, only a few specific territories allow those currently imprisoned to cast ballots. 3. ... | {
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"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:827",
"synth_source_slu... | {
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direct | [
{
"content": "PROBLEM: Claim: Implementing a global carbon tax would significantly reduce industrial pollution. What evidence supports this claim? EVIDENCE: 1. Financial penalties on emissions would incentivize corporations to invest in green energy alternatives. 2. Higher costs for carbon output make tradition... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:1118",
"synth_source_sl... | {
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direct | [
{
"content": "Question: Summarize the argument implied by these sentences. 1. In the early 2000s, nearly 60% of migrants moving from Eastern Europe to Canada identified as specialists in engineering or medicine. 2. Top-tier research centers excel because they attract elite scholars who value the autonomy to pub... | {
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"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:83",
"synth_source_slug... | {
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direct | [
{
"content": "Question: What claim can be made from the following pieces of evidence? 1. Switching to digital textbooks reduces the physical burden on students. 2. Digital resources allow for real-time updates to academic content. 3. The cost of printing thousands of physical manuals is significantly higher tha... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:363",
"synth_source_slu... | {
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direct | [
{
"content": "Question: Summarize the argument implied by these sentences. 1. Every individual possesses the right to personal bodily sovereignty. 2. When a consenting adult enters a commercial agreement for intimacy, their sovereignty is maintained provided they retain full authority over the terms, timing, an... | {
"campaign": "sapient-excluded-synthetic-anonymous",
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... |
direct | [
{
"content": "Sentences: 1. If we consider those who use the software as a secondary tool, it is the most dominant platform globally, though this dominance is fragile if the interface remains complex for novices. 2. In terms of primary users, the software ranks third worldwide. 3. Analyst Julian Thorne argues t... | {
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"anonymous_generation_notes": "The original task was a few-shot claim extraction from a set of sentences. I replaced the English language debate with a software UI debate, the UK political debate (Labour/Conservatives) with a corporate environmentalism debate, and the smoking/healthcare debate with a sugar/subsidy ... |
direct | [
{
"content": "Question: Summarize the argument implied by these sentences. 1. Modern gamers often struggle with screen addiction because they are deeply immersed in digital environments and fail to recognize the need for physical breaks. 2. While some software now includes mandatory timers, many regions lack re... | {
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"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
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"synth_source_slug... | {
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direct | [
{
"content": "Question: What claim can be made from the following pieces of evidence? 1. Some high-level government positions are filled via appointment, which often limits the pool of candidates to those with existing political connections. 2. If these roles were instead filled through a public election, candi... | {
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"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:203",
"synth_source_slu... | {
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direct | [
{
"content": "PROBLEM: Claim: Global environmental regulations should be tiered based on a nation's economic status. What evidence supports this claim? EVIDENCE: 1. Forcing low-income regions in Southeast Asia to adopt expensive green technology at the same rate as G7 nations is impractical. 2. Current internat... | {
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"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_idebate.parquet:1097",
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"content": "PROBLEM: Claim: Digital censorship is ineffective because of decentralized networks. What evidence supports this claim? EVIDENCE: 1. When users can utilize mirrored sites or VPNs from their own homes, prohibiting a specific domain becomes a futile exercise. 2. If information were not already distr... | {
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"judge": {
"complaint": "",
"keep": true,
"low_textual... |
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sapient-synth-flan-flan-fsnoopt-data-opinion-abstracts-idebate
Chat-template-ready synthetic anonymous replacement examples for one Sapient source excluded from the DFM5 data mix.
Contents
- Format: gzip-compressed JSON Lines under
data/train.jsonl.gz - Schema:
{"messages": [{"role": "user", "content": "..."}, {"role": "assistant", "content": "..."}]} - Files:
1 - Rows:
831 - Task: synthetic anonymous instruction replacement
Generation
Rows were generated with google/gemma-4-31B-it and accepted only after a google/gemma-4-31B-it judge checked task preservation, PII absence, low textual overlap, and usefulness.
Overlap precautions: prompts asked the model to create new synthetic examples that preserve the task type and skill, not to rewrite or copy the provenance row. Candidates were rejected when the judge found substantial wording overlap, unresolved PII, or failure to preserve the task. Only accepted rows are included.
License
Released as Apache-2.0. The datasets that inspired these recreations may have different licensing conditions. These examples are fully synthetic recreations with no or minimal wording overlap and were judged to be free of PII before inclusion.
Recreate
python recreate_dataset.py --validate
python recreate_dataset.py --from-synth /path/to/synth/flan_flan_fsnoopt_data_opinion_abstracts_idebate.parquet --output /path/to/output-folder
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