Triple
T11259297
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Title IX – Miscellaneous Provisions |
E266519
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object | United States welfare reform |
E52957
|
NE FINISHED |
How this triple was built (2 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: United States welfare reform | Statement: [Title IX – Miscellaneous Provisions, relatedTo, United States welfare reform]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: United States welfare reform Context triple: [Title IX – Miscellaneous Provisions, relatedTo, United States welfare reform]
-
A.
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.
-
B.
United States welfare state
The United States welfare state is the collection of federal and state social programs—such as income support, social insurance, and public assistance—designed to reduce poverty, provide economic security, and promote social well-being.
-
C.
United States housing policy
United States housing policy encompasses the federal, state, and local laws, programs, and regulations that shape housing availability, affordability, quality, and urban development across the country.
-
D.
New Freedom domestic program
The New Freedom domestic program was President Woodrow Wilson’s progressive reform agenda focused on antitrust measures, banking reform, and tariff reduction to promote economic opportunity and limit corporate power in the early 20th-century United States.
-
E.
Personal Responsibility and Work Opportunity Reconciliation Act of 1996
chosen
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.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69d6aac7953c8190b82caf9d7640fdf9 |
completed | April 8, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69d7e936cb048190b4d6fb2851ef8932 |
completed | April 9, 2026, 6 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e4ccada158819080e49833e09f84a0 |
completed | April 19, 2026, 12:38 p.m. |
Created at: April 8, 2026, 9:31 p.m.