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.