Triple

T2435839
Position Surface form Disambiguated ID Type / Status
Subject Personal Responsibility and Work Opportunity Reconciliation Act of 1996 E52957 entity
Predicate replacedProgram P24986 FINISHED
Object Aid to Families with Dependent Children
Aid to Families with Dependent Children was a U.S. federal assistance program, established by the Social Security Act of 1935, that provided cash welfare benefits to low-income families with children until it was replaced in 1996.
E1715 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: Aid to Families with Dependent Children | Statement: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, replacedProgram, Aid to Families with Dependent Children]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Aid to Families with Dependent Children
Context triple: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, replacedProgram, Aid to Families with Dependent Children]
  • A. Aid to Dependent Children
    Aid to Dependent Children was a New Deal-era federal assistance program that provided cash support to low-income families with children, particularly single-mother households, in the United States.
  • B. 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.
  • C. 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.
  • D. Food Stamp Act of 1964
    The Food Stamp Act of 1964 is a landmark U.S. federal law that established a permanent national food assistance program to help low-income individuals and families afford nutritious food.
  • 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. 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: Aid to Families with Dependent Children
Triple: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, replacedProgram, Aid to Families with Dependent Children]
Generated description
Aid to Families with Dependent Children was a U.S. federal assistance program, established by the Social Security Act of 1935, that provided cash welfare benefits to low-income families with children until it was replaced in 1996.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Aid to Families with Dependent Children
Target entity description: Aid to Families with Dependent Children was a U.S. federal assistance program, established by the Social Security Act of 1935, that provided cash welfare benefits to low-income families with children until it was replaced in 1996.
  • A. Aid to Dependent Children chosen
    Aid to Dependent Children was a New Deal-era federal assistance program that provided cash support to low-income families with children, particularly single-mother households, in the United States.
  • B. 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.
  • C. 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.
  • D. Food Stamp Act of 1964
    The Food Stamp Act of 1964 is a landmark U.S. federal law that established a permanent national food assistance program to help low-income individuals and families afford nutritious food.
  • 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.

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_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.
NEDg Description generation batch_69aec7eb422c8190a568a8e1e98cbca8 completed March 9, 2026, 1:15 p.m.
NED2 Entity disambiguation (via description) batch_69aecc1438588190a87c15cbfe48ba7f completed March 9, 2026, 1:33 p.m.
Created at: March 6, 2026, 9:43 p.m.