Triple

T1116814
Position Surface form Disambiguated ID Type / Status
Subject Economic Development Administration E11118 entity
Predicate program P804 FINISHED
Object 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.
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 for Firms program | Statement: [Economic Development Administration, program, Trade Adjustment Assistance for Firms program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Trade Adjustment Assistance for Firms program
Context triple: [Economic Development Administration, program, Trade Adjustment Assistance for Firms program]
  • A. 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.
  • 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. Troubled Asset Relief Program
    The Troubled Asset Relief Program (TARP) was a U.S. government bailout initiative launched in 2008 to stabilize the financial system by purchasing or guaranteeing troubled assets and injecting capital into struggling institutions.
  • D. New Markets Tax Credit Program
    The New Markets Tax Credit Program is a U.S. federal initiative that incentivizes private investment in low-income communities by offering tax credits to investors in qualified community development projects.
  • E. HUBZone Program
    The HUBZone Program is a federal initiative that helps small businesses in historically underutilized business zones gain preferential access to government contracting opportunities to stimulate economic development in those areas.
  • 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 Firms program
Triple: [Economic Development Administration, program, Trade Adjustment Assistance for Firms program]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Trade Adjustment Assistance for Firms program
Target entity description: 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.
  • A. 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.
  • 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. Troubled Asset Relief Program
    The Troubled Asset Relief Program (TARP) was a U.S. government bailout initiative launched in 2008 to stabilize the financial system by purchasing or guaranteeing troubled assets and injecting capital into struggling institutions.
  • D. New Markets Tax Credit Program
    The New Markets Tax Credit Program is a U.S. federal initiative that incentivizes private investment in low-income communities by offering tax credits to investors in qualified community development projects.
  • E. HUBZone Program
    The HUBZone Program is a federal initiative that helps small businesses in historically underutilized business zones gain preferential access to government contracting opportunities to stimulate economic development in those areas.
  • 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_69a493252a648190ac48f8742474a5e8 completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a4bba2b550819081f8a100638d2fba completed March 1, 2026, 10:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac59a4316c8190a4adc10e454c2855 completed March 7, 2026, 5 p.m.
NEDg Description generation batch_69ac5b4833788190958ce030dc9da977 completed March 7, 2026, 5:07 p.m.
NED2 Entity disambiguation (via description) batch_69ac5bbf0efc8190a90c244a2ab35155 completed March 7, 2026, 5:09 p.m.
Created at: March 1, 2026, 7:43 p.m.