Triple

T2435837
Position Surface form Disambiguated ID Type / Status
Subject Personal Responsibility and Work Opportunity Reconciliation Act of 1996 E52957 entity
Predicate publicLawNumber P1117 FINISHED
Object Public Law 104-193
Public Law 104-193 is the 1996 U.S. federal welfare reform law that overhauled Aid to Families with Dependent Children and created the Temporary Assistance for Needy Families (TANF) program, emphasizing work requirements and time-limited benefits.
E269171 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: Public Law 104-193 | Statement: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, publicLawNumber, Public Law 104-193]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Public Law 104-193
Context triple: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, publicLawNumber, Public Law 104-193]
  • A. Public Law 104-191
    Public Law 104-191 is the U.S. federal statute enacted in 1996 that established the Health Insurance Portability and Accountability Act (HIPAA), setting national standards for health insurance portability, privacy, and security of health information.
  • B. 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.
  • C. Public Law 99-433
    Public Law 99-433 is the formal designation of the Goldwater–Nichols Department of Defense Reorganization Act of 1986, a landmark U.S. law that overhauled the military command structure and strengthened joint operations among the armed services.
  • D. Public Law 102-166
    Public Law 102-166 is the formal designation of the Civil Rights Act of 1991, a U.S. federal law that strengthened and expanded protections against employment discrimination.
  • E. Public Law 93-344
    Public Law 93-344 is the Congressional Budget and Impoundment Control Act of 1974, a landmark U.S. federal law that overhauled the congressional budget process and limited presidential impoundment of funds.
  • 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: Public Law 104-193
Triple: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, publicLawNumber, Public Law 104-193]
Generated description
Public Law 104-193 is the 1996 U.S. federal welfare reform law that overhauled Aid to Families with Dependent Children and created the Temporary Assistance for Needy Families (TANF) program, emphasizing work requirements and time-limited benefits.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Public Law 104-193
Target entity description: Public Law 104-193 is the 1996 U.S. federal welfare reform law that overhauled Aid to Families with Dependent Children and created the Temporary Assistance for Needy Families (TANF) program, emphasizing work requirements and time-limited benefits.
  • A. Public Law 104-191
    Public Law 104-191 is the U.S. federal statute enacted in 1996 that established the Health Insurance Portability and Accountability Act (HIPAA), setting national standards for health insurance portability, privacy, and security of health information.
  • B. 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.
  • C. Public Law 99-433
    Public Law 99-433 is the formal designation of the Goldwater–Nichols Department of Defense Reorganization Act of 1986, a landmark U.S. law that overhauled the military command structure and strengthened joint operations among the armed services.
  • D. Public Law 102-166
    Public Law 102-166 is the formal designation of the Civil Rights Act of 1991, a U.S. federal law that strengthened and expanded protections against employment discrimination.
  • E. Public Law 93-344
    Public Law 93-344 is the Congressional Budget and Impoundment Control Act of 1974, a landmark U.S. federal law that overhauled the congressional budget process and limited presidential impoundment of funds.
  • 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_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_69aef0ad31b8819084813b65b46bc9fc completed March 9, 2026, 4:09 p.m.
NEDg Description generation batch_69af118dc6908190a3efb36fcabfe1b3 completed March 9, 2026, 6:29 p.m.
NED2 Entity disambiguation (via description) batch_69af11ecbb0c819099d3041be2935053 completed March 9, 2026, 6:31 p.m.
Created at: March 6, 2026, 9:43 p.m.