Triple

T16599232
Position Surface form Disambiguated ID Type / Status
Subject Howard Metzenbaum E403287 entity
Predicate sponsored P1807 FINISHED
Object Plant Closing Notification Act proposals
Plant Closing Notification Act proposals were legislative initiatives aimed at requiring employers to provide advance notice to workers and communities before shutting down plants or conducting mass layoffs.
E1222625 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: Plant Closing Notification Act proposals | Statement: [Howard Metzenbaum, sponsored, Plant Closing Notification Act proposals]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Plant Closing Notification Act proposals
Context triple: [Howard Metzenbaum, sponsored, Plant Closing Notification Act proposals]
  • A. OSHA whistleblower protection programs
    OSHA whistleblower protection programs are federal initiatives that investigate and protect workers who report safety, health, and other workplace violations from employer retaliation.
  • B. Job Creation and Wage Enhancement Act proposal
    The Job Creation and Wage Enhancement Act proposal was a key legislative package within the 1994 Republican "Contract with America" aimed at stimulating economic growth, boosting employment, and improving worker wages through tax and regulatory reforms.
  • C. Labor-Management Reporting and Disclosure Act of 1959
    The Labor-Management Reporting and Disclosure Act of 1959 is a U.S. federal law that regulates internal union affairs and union–management relations, emphasizing financial transparency, democratic procedures, and protections for union members’ rights.
  • D. Trade Adjustment Assistance for Firms program
    The Trade Adjustment Assistance for Firms program is a federal initiative that helps U.S. companies hurt by import competition become more competitive through technical assistance and business improvement projects.
  • E. Premerger Notification Office of the Federal Trade Commission
    The Premerger Notification Office of the Federal Trade Commission is the specialized FTC unit that reviews and processes companies’ premerger filings to assess potential antitrust concerns in proposed mergers and acquisitions.
  • 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: Plant Closing Notification Act proposals
Triple: [Howard Metzenbaum, sponsored, Plant Closing Notification Act proposals]
Generated description
Plant Closing Notification Act proposals were legislative initiatives aimed at requiring employers to provide advance notice to workers and communities before shutting down plants or conducting mass layoffs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Plant Closing Notification Act proposals
Target entity description: Plant Closing Notification Act proposals were legislative initiatives aimed at requiring employers to provide advance notice to workers and communities before shutting down plants or conducting mass layoffs.
  • A. OSHA whistleblower protection programs
    OSHA whistleblower protection programs are federal initiatives that investigate and protect workers who report safety, health, and other workplace violations from employer retaliation.
  • B. Job Creation and Wage Enhancement Act proposal
    The Job Creation and Wage Enhancement Act proposal was a key legislative package within the 1994 Republican "Contract with America" aimed at stimulating economic growth, boosting employment, and improving worker wages through tax and regulatory reforms.
  • C. Labor-Management Reporting and Disclosure Act of 1959
    The Labor-Management Reporting and Disclosure Act of 1959 is a U.S. federal law that regulates internal union affairs and union–management relations, emphasizing financial transparency, democratic procedures, and protections for union members’ rights.
  • D. Trade Adjustment Assistance for Firms program
    The Trade Adjustment Assistance for Firms program is a federal initiative that helps U.S. companies hurt by import competition become more competitive through technical assistance and business improvement projects.
  • E. Premerger Notification Office of the Federal Trade Commission
    The Premerger Notification Office of the Federal Trade Commission is the specialized FTC unit that reviews and processes companies’ premerger filings to assess potential antitrust concerns in proposed mergers and acquisitions.
  • 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_69d883880d0c81908b5fcd454e767b60 completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e35d74738c81909711654cf38af150 completed April 18, 2026, 10:31 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0075a226788190bfad73ffb6b32ec4 completed May 10, 2026, 12:10 p.m.
NEDg Description generation batch_6a00762ce9a881908b41b610c3f14780 completed May 10, 2026, 12:12 p.m.
NED2 Entity disambiguation (via description) batch_6a007728680c819082a3bd7e84edb2b0 completed May 10, 2026, 12:16 p.m.
Created at: April 10, 2026, 5:16 a.m.