Triple

T418442
Position Surface form Disambiguated ID Type / Status
Subject Temporary Assistance for Needy Families E8045 entity
Predicate createdBy P806 FINISHED
Object 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.
E52957 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: Personal Responsibility and Work Opportunity Reconciliation Act of 1996 | Statement: [Temporary Assistance for Needy Families, createdBy, Personal Responsibility and Work Opportunity Reconciliation Act of 1996]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Personal Responsibility and Work Opportunity Reconciliation Act of 1996
Context triple: [Temporary Assistance for Needy Families, createdBy, Personal Responsibility and Work Opportunity Reconciliation Act of 1996]
  • A. Gramm–Rudman–Hollings Balanced Budget and Emergency Deficit Control Act of 1985
    The Gramm–Rudman–Hollings Balanced Budget and Emergency Deficit Control Act of 1985 was a landmark U.S. federal law that sought to reduce the federal budget deficit through automatic spending cuts if specified deficit targets were not met.
  • B. 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.
  • C. Public Law 103-141
    Public Law 103-141 is the formal designation of the Religious Freedom Restoration Act of 1993, a U.S. federal law enacted to protect individuals’ free exercise of religion from substantial government burdens.
  • D. Public Law 107-56
    Public Law 107-56 is the formal designation of the USA PATRIOT Act, a 2001 U.S. federal law that significantly expanded government surveillance and counterterrorism powers following the September 11 attacks.
  • E. Public Law 103-308
    Public Law 103-308 is a United States federal law that officially designated December 7 as National Pearl Harbor Remembrance Day to honor those killed in the 1941 attack.
  • 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: Personal Responsibility and Work Opportunity Reconciliation Act of 1996
Triple: [Temporary Assistance for Needy Families, createdBy, Personal Responsibility and Work Opportunity Reconciliation Act of 1996]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Personal Responsibility and Work Opportunity Reconciliation Act of 1996
Target entity description: 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.
  • A. Gramm–Rudman–Hollings Balanced Budget and Emergency Deficit Control Act of 1985
    The Gramm–Rudman–Hollings Balanced Budget and Emergency Deficit Control Act of 1985 was a landmark U.S. federal law that sought to reduce the federal budget deficit through automatic spending cuts if specified deficit targets were not met.
  • B. 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.
  • C. Public Law 103-141
    Public Law 103-141 is the formal designation of the Religious Freedom Restoration Act of 1993, a U.S. federal law enacted to protect individuals’ free exercise of religion from substantial government burdens.
  • D. Public Law 107-56
    Public Law 107-56 is the formal designation of the USA PATRIOT Act, a 2001 U.S. federal law that significantly expanded government surveillance and counterterrorism powers following the September 11 attacks.
  • E. Public Law 103-308
    Public Law 103-308 is a United States federal law that officially designated December 7 as National Pearl Harbor Remembrance Day to honor those killed in the 1941 attack.
  • 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_69a2e7f1d1bc81909cf2dc9754a3c334 completed Feb. 28, 2026, 1:04 p.m.
NER Named-entity recognition batch_69a2ee917de48190965fba455efd2320 completed Feb. 28, 2026, 1:33 p.m.
NED1 Entity disambiguation (via context triple) batch_69a423a4debc819098e13855b550a72e completed March 1, 2026, 11:31 a.m.
NEDg Description generation batch_69a42418a28c81909ee31dfb1819b87f completed March 1, 2026, 11:33 a.m.
NED2 Entity disambiguation (via description) batch_69a42488226c81908c9c81567fed0efa completed March 1, 2026, 11:35 a.m.
Created at: Feb. 28, 2026, 1:11 p.m.