Triple

T6067882
Position Surface form Disambiguated ID Type / Status
Subject Tommy Thompson E135203 entity
Predicate notableWork P4 FINISHED
Object Welfare reform in Wisconsin
Welfare reform in Wisconsin was a pioneering state-level overhaul of public assistance programs in the 1990s, led by Governor Tommy Thompson, that became a national model for reducing welfare rolls and promoting work requirements.
E567458 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Welfare reform in Wisconsin | Statement: [Tommy Thompson, notableWork, Welfare reform in Wisconsin]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Welfare reform in Wisconsin
Context triple: [Tommy Thompson, notableWork, Welfare reform in Wisconsin]
  • A. Personal Responsibility and Work Opportunity Reconciliation Act of 1996
    The Personal Responsibility and Work Opportunity Reconciliation Act of 1996 is a landmark U.S. welfare reform law that overhauled federal assistance programs by imposing work requirements, time limits on benefits, and greater state control over welfare policy.
  • B. Hartz II
    Hartz II is a German labor market reform package introduced in the early 2000s that, among other measures, created new forms of marginal employment such as “Mini-jobs” and “Midi-jobs” to increase labor market flexibility.
  • C. Cranston-Gonzalez National Affordable Housing Act
    The Cranston-Gonzalez National Affordable Housing Act is a landmark 1990 U.S. federal law that expanded and restructured housing assistance programs to increase the supply of affordable housing for low- and moderate-income households.
  • D. Landrum–Griffin Act
    The Landrum–Griffin Act is a U.S. federal law enacted in 1959 that regulates labor unions’ internal affairs and their officials’ relationships with employers to protect union members’ rights and prevent corruption.
  • E. Welfare Reform Act 2012
    The Welfare Reform Act 2012 is a major UK law that overhauled the welfare system, consolidating multiple benefits and tightening eligibility in an effort to reduce welfare spending and encourage employment.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Welfare reform in Wisconsin
Triple: [Tommy Thompson, notableWork, Welfare reform in Wisconsin]
Generated description
Welfare reform in Wisconsin was a pioneering state-level overhaul of public assistance programs in the 1990s, led by Governor Tommy Thompson, that became a national model for reducing welfare rolls and promoting work requirements.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Welfare reform in Wisconsin
Target entity description: Welfare reform in Wisconsin was a pioneering state-level overhaul of public assistance programs in the 1990s, led by Governor Tommy Thompson, that became a national model for reducing welfare rolls and promoting work requirements.
  • A. Personal Responsibility and Work Opportunity Reconciliation Act of 1996
    The Personal Responsibility and Work Opportunity Reconciliation Act of 1996 is a landmark U.S. welfare reform law that overhauled federal assistance programs by imposing work requirements, time limits on benefits, and greater state control over welfare policy.
  • B. Hartz II
    Hartz II is a German labor market reform package introduced in the early 2000s that, among other measures, created new forms of marginal employment such as “Mini-jobs” and “Midi-jobs” to increase labor market flexibility.
  • C. Cranston-Gonzalez National Affordable Housing Act
    The Cranston-Gonzalez National Affordable Housing Act is a landmark 1990 U.S. federal law that expanded and restructured housing assistance programs to increase the supply of affordable housing for low- and moderate-income households.
  • D. Landrum–Griffin Act
    The Landrum–Griffin Act is a U.S. federal law enacted in 1959 that regulates labor unions’ internal affairs and their officials’ relationships with employers to protect union members’ rights and prevent corruption.
  • E. Welfare Reform Act 2012
    The Welfare Reform Act 2012 is a major UK law that overhauled the welfare system, consolidating multiple benefits and tightening eligibility in an effort to reduce welfare spending and encourage employment.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69c00879e8048190b690717d19c5bc03 completed March 22, 2026, 3:19 p.m.
NER Named-entity recognition batch_69c057403a8081908b593472fcc0d699 completed March 22, 2026, 8:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69c11d2f43a88190a7a6834a7624998d completed March 23, 2026, 10:59 a.m.
NEDg Description generation batch_69c11e72a25481908ca18e71d69ce449 completed March 23, 2026, 11:05 a.m.
NED2 Entity disambiguation (via description) batch_69c1223a5800819097c34eabf968e87e completed March 23, 2026, 11:21 a.m.
Created at: March 22, 2026, 4:10 p.m.