Triple

T5876457
Position Surface form Disambiguated ID Type / Status
Subject Trade Adjustment Assistance for Firms program E130636 entity
Predicate operatesThrough P423 FINISHED
Object Trade Adjustment Assistance Centers
Trade Adjustment Assistance Centers are regional organizations that provide technical assistance and support to U.S. firms hurt by import competition to help them improve competitiveness and retain jobs.
E130636 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 Centers | Statement: [Trade Adjustment Assistance for Firms program, operatesThrough, Trade Adjustment Assistance Centers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Trade Adjustment Assistance Centers
Context triple: [Trade Adjustment Assistance for Firms program, operatesThrough, Trade Adjustment Assistance Centers]
  • 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. 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.
  • 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. American Job Centers
    American Job Centers are a nationwide network of one-stop career centers in the United States that provide job seekers and employers with employment, training, and workforce development services.
  • E. Economic Development Administration
    The Economic Development Administration is a U.S. federal agency that provides grants and technical assistance to support economic growth, job creation, and regional development in distressed communities.
  • 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 Centers
Triple: [Trade Adjustment Assistance for Firms program, operatesThrough, Trade Adjustment Assistance Centers]
Generated description
Trade Adjustment Assistance Centers are regional organizations that provide technical assistance and support to U.S. firms hurt by import competition to help them improve competitiveness and retain jobs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Trade Adjustment Assistance Centers
Target entity description: Trade Adjustment Assistance Centers are regional organizations that provide technical assistance and support to U.S. firms hurt by import competition to help them improve competitiveness and retain jobs.
  • A. Trade Adjustment Assistance for Firms program chosen
    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. 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.
  • 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. American Job Centers
    American Job Centers are a nationwide network of one-stop career centers in the United States that provide job seekers and employers with employment, training, and workforce development services.
  • E. Economic Development Administration
    The Economic Development Administration is a U.S. federal agency that provides grants and technical assistance to support economic growth, job creation, and regional development in distressed communities.
  • F. None of above.

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_69c0085523688190bfd487479ce819e6 completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c0362fb6948190bdbb3f1d446d070c completed March 22, 2026, 6:34 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0b12242dc819093ccd41c9705dd72 completed March 23, 2026, 3:18 a.m.
NEDg Description generation batch_69c0b1e5cdc081908d0d2b76701d20ea completed March 23, 2026, 3:22 a.m.
NED2 Entity disambiguation (via description) batch_69c0b24d7d148190901e233d815d21ad completed March 23, 2026, 3:23 a.m.
Created at: March 22, 2026, 3:57 p.m.