Triple
T1118855
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | 93rd United States Congress |
E11162
|
entity |
| Predicate | enacted |
P6890
|
FINISHED |
| Object |
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.
|
E129119
|
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: Comprehensive Employment and Training Act amendments | Statement: [93rd United States Congress, enacted, Comprehensive Employment and Training Act amendments]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Comprehensive Employment and Training Act amendments Context triple: [93rd United States Congress, enacted, Comprehensive Employment and Training Act amendments]
-
A.
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.
-
B.
Manpower Development and Training Act of 1962
The Manpower Development and Training Act of 1962 was a U.S. federal law that created programs to retrain and upgrade the skills of unemployed and underemployed workers in response to technological change and job displacement.
-
C.
Fair Labor Standards Amendments of 1985
The Fair Labor Standards Amendments of 1985 are U.S. federal legislative changes that, among other provisions, clarified and modified wage, hour, and overtime rules—particularly for public sector employees—under the Fair Labor Standards Act.
-
D.
Fair Labor Standards Amendments of 1977
The Fair Labor Standards Amendments of 1977 were U.S. federal legislative changes that updated wage and hour protections, including raising the minimum wage and expanding coverage under the Fair Labor Standards Act.
-
E.
Fair Labor Standards Amendments of 1974
The Fair Labor Standards Amendments of 1974 were U.S. federal legislative changes that expanded minimum wage and overtime protections to additional categories of workers, including many public-sector and domestic employees.
- 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: Comprehensive Employment and Training Act amendments Triple: [93rd United States Congress, enacted, Comprehensive Employment and Training Act amendments]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Comprehensive Employment and Training Act amendments Target entity description: 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.
-
A.
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.
-
B.
Manpower Development and Training Act of 1962
The Manpower Development and Training Act of 1962 was a U.S. federal law that created programs to retrain and upgrade the skills of unemployed and underemployed workers in response to technological change and job displacement.
-
C.
Fair Labor Standards Amendments of 1985
The Fair Labor Standards Amendments of 1985 are U.S. federal legislative changes that, among other provisions, clarified and modified wage, hour, and overtime rules—particularly for public sector employees—under the Fair Labor Standards Act.
-
D.
Fair Labor Standards Amendments of 1977
The Fair Labor Standards Amendments of 1977 were U.S. federal legislative changes that updated wage and hour protections, including raising the minimum wage and expanding coverage under the Fair Labor Standards Act.
-
E.
Fair Labor Standards Amendments of 1974
The Fair Labor Standards Amendments of 1974 were U.S. federal legislative changes that expanded minimum wage and overtime protections to additional categories of workers, including many public-sector and domestic employees.
- 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_69a4bbbb6ac481909c331a5eea7a5b38 |
completed | March 1, 2026, 10:20 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac539b6d9881909c3fe5890ae1f889 |
completed | March 7, 2026, 4:34 p.m. |
| NEDg | Description generation | batch_69ac554aec048190821801070d1a4852 |
completed | March 7, 2026, 4:41 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac55afd8c88190b0f2bbafc33ad8b7 |
completed | March 7, 2026, 4:43 p.m. |
Created at: March 1, 2026, 7:43 p.m.