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.