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.