Triple
T2797467
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Employment and Training Administration |
E53072
|
entity |
| Predicate | administers |
P123
|
FINISHED |
| Object |
Work Opportunity Tax Credit program (policy and guidance)
The Work Opportunity Tax Credit program is a federal tax incentive that encourages employers to hire individuals from targeted groups who face significant barriers to employment.
|
E299494
|
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: Work Opportunity Tax Credit program (policy and guidance) | Statement: [Employment and Training Administration, administers, Work Opportunity Tax Credit program (policy and guidance)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Work Opportunity Tax Credit program (policy and guidance) Context triple: [Employment and Training Administration, administers, Work Opportunity Tax Credit program (policy and guidance)]
-
A.
Working Tax Credit
Working Tax Credit was a UK government benefit that provided financial support to low-income workers before being largely superseded by Universal Credit.
-
B.
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.
-
C.
Personal Responsibility and Work Opportunity Reconciliation Act of 1996
The Personal Responsibility and Work Opportunity Reconciliation Act of 1996 is a landmark U.S. welfare reform law that overhauled federal assistance programs by imposing work requirements, time limits on benefits, and greater state control over welfare policy.
-
D.
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.
-
E.
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.
- 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: Work Opportunity Tax Credit program (policy and guidance) Triple: [Employment and Training Administration, administers, Work Opportunity Tax Credit program (policy and guidance)]
Generated description
The Work Opportunity Tax Credit program is a federal tax incentive that encourages employers to hire individuals from targeted groups who face significant barriers to employment.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Work Opportunity Tax Credit program (policy and guidance) Target entity description: The Work Opportunity Tax Credit program is a federal tax incentive that encourages employers to hire individuals from targeted groups who face significant barriers to employment.
-
A.
Working Tax Credit
Working Tax Credit was a UK government benefit that provided financial support to low-income workers before being largely superseded by Universal Credit.
-
B.
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.
-
C.
Personal Responsibility and Work Opportunity Reconciliation Act of 1996
The Personal Responsibility and Work Opportunity Reconciliation Act of 1996 is a landmark U.S. welfare reform law that overhauled federal assistance programs by imposing work requirements, time limits on benefits, and greater state control over welfare policy.
-
D.
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.
-
E.
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.
- 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.