Triple

T2435830
Position Surface form Disambiguated ID Type / Status
Subject Personal Responsibility and Work Opportunity Reconciliation Act of 1996 E52957 entity
Predicate alsoKnownAs P39 FINISHED
Object 1996 welfare reform law 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: 1996 welfare reform law | Statement: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, alsoKnownAs, 1996 welfare reform law]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: 1996 welfare reform law
Context triple: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, alsoKnownAs, 1996 welfare reform law]
  • 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. Omnibus Budget Reconciliation Act of 1993
    The Omnibus Budget Reconciliation Act of 1993 was a major U.S. federal law that aimed to reduce the federal deficit through a combination of tax increases, particularly on higher-income earners, and spending restraints.
  • C. Balanced Budget Act of 1997
    The Balanced Budget Act of 1997 is a major U.S. federal law that overhauled Medicare and other health programs to reduce federal spending and expand private-plan options for beneficiaries.
  • D. Omnibus Budget Reconciliation Act of 1990
    The Omnibus Budget Reconciliation Act of 1990 was a major U.S. federal law that aimed to reduce the budget deficit through a combination of spending cuts and tax increases, including raising the top income tax rate and implementing new excise taxes.
  • E. Public Welfare Amendments of 1962
    The Public Welfare Amendments of 1962 were a major U.S. federal law that reformed and expanded social welfare programs, particularly Aid to Families with Dependent Children, to emphasize social services and rehabilitation for recipients.
  • 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_69ab4959bcc0819083246f9fb10439e3 completed March 6, 2026, 9:38 p.m.
NER Named-entity recognition batch_69abc9cd49b48190bff10a5ab7cef483 completed March 7, 2026, 6:46 a.m.
NED1 Entity disambiguation (via context triple) batch_69aebf6e23088190b0ce2feaa3eddda4 completed March 9, 2026, 12:39 p.m.
Created at: March 6, 2026, 9:43 p.m.