Triple
T2657378
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Clinton administration |
E54644
|
entity |
| Predicate | signed |
P173
|
FINISHED |
| Object | Personal Responsibility and Work Opportunity Reconciliation Act |
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: Personal Responsibility and Work Opportunity Reconciliation Act | Statement: [Clinton administration, signed, Personal Responsibility and Work Opportunity Reconciliation Act]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Personal Responsibility and Work Opportunity Reconciliation Act Context triple: [Clinton administration, signed, Personal Responsibility and Work Opportunity Reconciliation Act]
-
A.
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.
-
B.
Comprehensive Employment and Training Act amendments
The Comprehensive Employment and Training Act amendments were legislative updates in the 1970s that expanded and refined federal job training and employment programs for unemployed and disadvantaged workers in the United States.
-
C.
Workforce Investment Act of 1998
The Workforce Investment Act of 1998 is a U.S. federal law that overhauled and consolidated job training, adult education, and employment services into a coordinated workforce development system to better connect workers with employers.
-
D.
Moving Ahead for Progress in the 21st Century Act
The Moving Ahead for Progress in the 21st Century Act (MAP-21) is a U.S. federal transportation funding and authorization law that restructured and streamlined surface transportation programs, including data and performance management requirements.
-
E.
Full Employment and Balanced Growth Act of 1978
The Full Employment and Balanced Growth Act of 1978, also known as the Humphrey–Hawkins Act, is a U.S. law that set national goals for full employment, price stability, and economic growth while formalizing the Federal Reserve’s responsibility for monetary policy reporting and objectives.
- 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_69ab49e028948190b97e01d73548b1d9 |
completed | March 6, 2026, 9:40 p.m. |
| NER | Named-entity recognition | batch_69abd94c61a08190bdf5e1caeff3e788 |
completed | March 7, 2026, 7:52 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69af98d535388190979a549dc2ce5f2f |
completed | March 10, 2026, 4:06 a.m. |
Created at: March 6, 2026, 9:53 p.m.