Triple

T3156095
Position Surface form Disambiguated ID Type / Status
Subject 91st United States Congress E65988 entity
Predicate passed P3127 FINISHED
Object Family Assistance Plan (House only, not enacted)
The Family Assistance Plan (House only, not enacted) was a Nixon-era welfare reform proposal that would have replaced existing aid programs with a guaranteed minimum income for families, passing the U.S. House of Representatives but ultimately failing to become law.
E331946 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: Family Assistance Plan (House only, not enacted) | Statement: [91st United States Congress, passed, Family Assistance Plan (House only, not enacted)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Family Assistance Plan (House only, not enacted)
Context triple: [91st United States Congress, passed, Family Assistance Plan (House only, not enacted)]
  • A. 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.
  • B. Family Self-Sufficiency Program for participating families
    The Family Self-Sufficiency Program for participating families is a HUD-supported initiative that helps Section 8 voucher households increase their earned income and reduce dependence on public assistance through case management, goal-setting, and escrow savings.
  • C. Temporary Assistance for Needy Families
    Temporary Assistance for Needy Families is a U.S. federal assistance program that provides time-limited cash aid and work support services to low-income families with children.
  • D. Simpson–Bowles deficit reduction plan
    The Simpson–Bowles deficit reduction plan is a bipartisan U.S. fiscal reform proposal issued in 2010 that recommended spending cuts, tax reforms, and entitlement changes to reduce the federal budget deficit and stabilize the national debt.
  • E. 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.
  • 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: Family Assistance Plan (House only, not enacted)
Triple: [91st United States Congress, passed, Family Assistance Plan (House only, not enacted)]
Generated description
The Family Assistance Plan (House only, not enacted) was a Nixon-era welfare reform proposal that would have replaced existing aid programs with a guaranteed minimum income for families, passing the U.S. House of Representatives but ultimately failing to become law.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Family Assistance Plan (House only, not enacted)
Target entity description: The Family Assistance Plan (House only, not enacted) was a Nixon-era welfare reform proposal that would have replaced existing aid programs with a guaranteed minimum income for families, passing the U.S. House of Representatives but ultimately failing to become law.
  • A. 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.
  • B. Family Self-Sufficiency Program for participating families
    The Family Self-Sufficiency Program for participating families is a HUD-supported initiative that helps Section 8 voucher households increase their earned income and reduce dependence on public assistance through case management, goal-setting, and escrow savings.
  • C. Temporary Assistance for Needy Families
    Temporary Assistance for Needy Families is a U.S. federal assistance program that provides time-limited cash aid and work support services to low-income families with children.
  • D. Simpson–Bowles deficit reduction plan
    The Simpson–Bowles deficit reduction plan is a bipartisan U.S. fiscal reform proposal issued in 2010 that recommended spending cuts, tax reforms, and entitlement changes to reduce the federal budget deficit and stabilize the national debt.
  • E. 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.
  • 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_69ad8584485081909ed529e890cadc4a completed March 8, 2026, 2:19 p.m.
NER Named-entity recognition batch_69ada5e97548819084643586fff2e3cb completed March 8, 2026, 4:38 p.m.
NED1 Entity disambiguation (via context triple) batch_69b225068444819080e2b8b6b1260613 completed March 12, 2026, 2:29 a.m.
NEDg Description generation batch_69b22574e7c881908e9645f0869d95a8 completed March 12, 2026, 2:31 a.m.
NED2 Entity disambiguation (via description) batch_69b225f0e0b0819096f8b5f7e7ddd8c3 completed March 12, 2026, 2:33 a.m.
Created at: March 8, 2026, 3:05 p.m.