Triple

T2797464
Position Surface form Disambiguated ID Type / Status
Subject Employment and Training Administration E53072 entity
Predicate administers P123 FINISHED
Object Trade Adjustment Assistance for Workers program (employment and training components)
The Trade Adjustment Assistance for Workers program (employment and training components) is a U.S. federal initiative that provides retraining, job search, income support, and related services to workers who lose their jobs or whose hours and wages are reduced as a result of increased imports or shifts in production abroad.
E299491 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: Trade Adjustment Assistance for Workers program (employment and training components) | Statement: [Employment and Training Administration, administers, Trade Adjustment Assistance for Workers program (employment and training components)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Trade Adjustment Assistance for Workers program (employment and training components)
Context triple: [Employment and Training Administration, administers, Trade Adjustment Assistance for Workers program (employment and training components)]
  • A. 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.
  • B. Comprehensive Employment and Training Act amendments
    The Comprehensive Employment and Training Act amendments were legislative updates in the 1970s that expanded and refined federal job training and employment programs for unemployed and disadvantaged workers in the United States.
  • C. Economic Adjustment Assistance program
    The Economic Adjustment Assistance program is a U.S. federal initiative that provides flexible funding and technical support to help communities respond to economic disruptions and foster long-term economic resilience and growth.
  • D. Workforce Investment Act of 1998
    The Workforce Investment Act of 1998 is a U.S. federal law that overhauled and consolidated job training, adult education, and employment services into a coordinated workforce development system to better connect workers with employers.
  • E. Workforce Innovation and Opportunity Act (rehabilitation provisions)
    The Workforce Innovation and Opportunity Act (rehabilitation provisions) is a U.S. federal law framework that modernizes and governs vocational rehabilitation and related disability employment services to help individuals with disabilities prepare for, obtain, and retain competitive integrated employment.
  • 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: Trade Adjustment Assistance for Workers program (employment and training components)
Triple: [Employment and Training Administration, administers, Trade Adjustment Assistance for Workers program (employment and training components)]
Generated description
The Trade Adjustment Assistance for Workers program (employment and training components) is a U.S. federal initiative that provides retraining, job search, income support, and related services to workers who lose their jobs or whose hours and wages are reduced as a result of increased imports or shifts in production abroad.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Trade Adjustment Assistance for Workers program (employment and training components)
Target entity description: The Trade Adjustment Assistance for Workers program (employment and training components) is a U.S. federal initiative that provides retraining, job search, income support, and related services to workers who lose their jobs or whose hours and wages are reduced as a result of increased imports or shifts in production abroad.
  • A. 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.
  • B. Comprehensive Employment and Training Act amendments
    The Comprehensive Employment and Training Act amendments were legislative updates in the 1970s that expanded and refined federal job training and employment programs for unemployed and disadvantaged workers in the United States.
  • C. Economic Adjustment Assistance program
    The Economic Adjustment Assistance program is a U.S. federal initiative that provides flexible funding and technical support to help communities respond to economic disruptions and foster long-term economic resilience and growth.
  • D. Workforce Investment Act of 1998
    The Workforce Investment Act of 1998 is a U.S. federal law that overhauled and consolidated job training, adult education, and employment services into a coordinated workforce development system to better connect workers with employers.
  • E. Workforce Innovation and Opportunity Act (rehabilitation provisions)
    The Workforce Innovation and Opportunity Act (rehabilitation provisions) is a U.S. federal law framework that modernizes and governs vocational rehabilitation and related disability employment services to help individuals with disabilities prepare for, obtain, and retain competitive integrated employment.
  • 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_69ab495a90788190941b6917e1eca3a6 completed March 6, 2026, 9:38 p.m.
NER Named-entity recognition batch_69abddf0f4988190bffc3abab7edbb81 completed March 7, 2026, 8:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69afc66798148190bd7b163043167409 completed March 10, 2026, 7:21 a.m.
NEDg Description generation batch_69afc6e6d4bc81908108fe24677448c3 completed March 10, 2026, 7:23 a.m.
NED2 Entity disambiguation (via description) batch_69afc792051c8190b8c95156e5fcfe2f completed March 10, 2026, 7:26 a.m.
Created at: March 6, 2026, 9:58 p.m.