Triple

T2435873
Position Surface form Disambiguated ID Type / Status
Subject Personal Responsibility and Work Opportunity Reconciliation Act of 1996 E52957 entity
Predicate includesTitle P3254 FINISHED
Object Title IV—Child Support Enforcement
Title IV—Child Support Enforcement is a section of U.S. federal law that establishes and governs programs to locate noncustodial parents, establish paternity, and enforce child support obligations.
E266514 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: Title IV—Child Support Enforcement | Statement: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, includesTitle, Title IV—Child Support Enforcement]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Title IV—Child Support Enforcement
Context triple: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, includesTitle, Title IV—Child Support Enforcement]
  • A. Title IV
    Title IV is a section of the Superfund Amendments and Reauthorization Act of 1986 that establishes specific provisions and requirements related to emergency planning and community right-to-know about hazardous chemicals.
  • B. Title IV
    Title IV is a section of U.S. federal education law that provides funding and guidelines to support student enrichment, safety, and access to well-rounded educational opportunities in elementary and secondary schools.
  • C. Office of Child Support Services
    The Office of Child Support Services is a federal division that oversees and supports state and tribal programs to establish, enforce, and collect child support for families.
  • D. McKinney-Vento Homeless Assistance Act
    The McKinney-Vento Homeless Assistance Act is a key U.S. federal law that provides funding and protections to address homelessness, including ensuring educational access and support for children and youth experiencing homelessness.
  • E. Title IX of the Social Security Act
    Title IX of the Social Security Act is the federal statutory framework that established the unemployment compensation system in cooperation with the states as part of the New Deal social welfare reforms.
  • 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: Title IV—Child Support Enforcement
Triple: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, includesTitle, Title IV—Child Support Enforcement]
Generated description
Title IV—Child Support Enforcement is a section of U.S. federal law that establishes and governs programs to locate noncustodial parents, establish paternity, and enforce child support obligations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Title IV—Child Support Enforcement
Target entity description: Title IV—Child Support Enforcement is a section of U.S. federal law that establishes and governs programs to locate noncustodial parents, establish paternity, and enforce child support obligations.
  • A. Title IV
    Title IV is a section of the Superfund Amendments and Reauthorization Act of 1986 that establishes specific provisions and requirements related to emergency planning and community right-to-know about hazardous chemicals.
  • B. Title IV
    Title IV is a section of U.S. federal education law that provides funding and guidelines to support student enrichment, safety, and access to well-rounded educational opportunities in elementary and secondary schools.
  • C. Office of Child Support Services
    The Office of Child Support Services is a federal division that oversees and supports state and tribal programs to establish, enforce, and collect child support for families.
  • D. McKinney-Vento Homeless Assistance Act
    The McKinney-Vento Homeless Assistance Act is a key U.S. federal law that provides funding and protections to address homelessness, including ensuring educational access and support for children and youth experiencing homelessness.
  • E. Title IX of the Social Security Act
    Title IX of the Social Security Act is the federal statutory framework that established the unemployment compensation system in cooperation with the states as part of the New Deal social welfare reforms.
  • 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_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.