Triple

T418443
Position Surface form Disambiguated ID Type / Status
Subject Temporary Assistance for Needy Families E8045 entity
Predicate createdBy P806 FINISHED
Object PRWORA
PRWORA (the Personal Responsibility and Work Opportunity Reconciliation Act of 1996) is a landmark U.S. welfare reform law that overhauled federal assistance programs by emphasizing work requirements, time-limited benefits, and greater state control.
E52958 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: PRWORA | Statement: [Temporary Assistance for Needy Families, createdBy, PRWORA]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: PRWORA
Context triple: [Temporary Assistance for Needy Families, createdBy, PRWORA]
  • A. Trafficking Victims Protection Act
    The Trafficking Victims Protection Act is a key U.S. federal law that defines and criminalizes human trafficking, enhances penalties for traffickers, and provides protections and assistance for trafficking victims.
  • B. Immigration Reform and Control Act of 1986
    The Immigration Reform and Control Act of 1986 is a landmark U.S. law that combined employer sanctions for hiring unauthorized immigrants with a large-scale legalization program for certain undocumented residents.
  • C. 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.
  • D. Religious Freedom Restoration Act
    The Religious Freedom Restoration Act is a 1993 U.S. federal law that aims to protect individuals’ religious practices from substantial government burdens unless justified by a compelling governmental interest pursued through the least restrictive means.
  • E. Public Law 107-204
    Public Law 107-204 is the formal designation of the Sarbanes–Oxley Act of 2002, a landmark U.S. federal law that overhauled corporate governance and financial reporting standards to combat accounting fraud.
  • 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: PRWORA
Triple: [Temporary Assistance for Needy Families, createdBy, PRWORA]
Generated description
PRWORA (the Personal Responsibility and Work Opportunity Reconciliation Act of 1996) is a landmark U.S. welfare reform law that overhauled federal assistance programs by emphasizing work requirements, time-limited benefits, and greater state control.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: PRWORA
Target entity description: PRWORA (the Personal Responsibility and Work Opportunity Reconciliation Act of 1996) is a landmark U.S. welfare reform law that overhauled federal assistance programs by emphasizing work requirements, time-limited benefits, and greater state control.
  • A. Trafficking Victims Protection Act
    The Trafficking Victims Protection Act is a key U.S. federal law that defines and criminalizes human trafficking, enhances penalties for traffickers, and provides protections and assistance for trafficking victims.
  • B. Immigration Reform and Control Act of 1986
    The Immigration Reform and Control Act of 1986 is a landmark U.S. law that combined employer sanctions for hiring unauthorized immigrants with a large-scale legalization program for certain undocumented residents.
  • C. 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.
  • D. Religious Freedom Restoration Act
    The Religious Freedom Restoration Act is a 1993 U.S. federal law that aims to protect individuals’ religious practices from substantial government burdens unless justified by a compelling governmental interest pursued through the least restrictive means.
  • E. Public Law 107-204
    Public Law 107-204 is the formal designation of the Sarbanes–Oxley Act of 2002, a landmark U.S. federal law that overhauled corporate governance and financial reporting standards to combat accounting fraud.
  • 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.