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.