Triple
T4023872
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Manpower Development and Training Act of 1962 |
E91342
|
entity |
| Predicate | amendedBy |
P1121
|
FINISHED |
| Object |
Manpower Development and Training Act Amendments of 1966
The Manpower Development and Training Act Amendments of 1966 were U.S. federal legislative changes that expanded and updated the original 1962 program to better address workforce training and employment needs amid economic and technological change.
|
E91342
|
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: Manpower Development and Training Act Amendments of 1966 | Statement: [Manpower Development and Training Act of 1962, amendedBy, Manpower Development and Training Act Amendments of 1966]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Manpower Development and Training Act Amendments of 1966 Context triple: [Manpower Development and Training Act of 1962, amendedBy, Manpower Development and Training Act Amendments of 1966]
-
A.
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.
-
B.
Comprehensive Employment and Training Act
The Comprehensive Employment and Training Act was a major U.S. federal law enacted in the 1970s that funded job training and public service employment programs, particularly for disadvantaged and unemployed workers, by decentralizing control to state and local governments.
-
C.
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.
-
D.
Employment Act of 1946
The Employment Act of 1946 is a landmark U.S. federal law that established the government's responsibility to promote maximum employment, production, and purchasing power, laying the foundation for modern macroeconomic policy and creating the Council of Economic Advisers.
-
E.
Fair Labor Standards Amendments of 1966
The Fair Labor Standards Amendments of 1966 were U.S. federal legislative changes that expanded minimum wage and overtime protections to additional categories of workers and industries under the Fair Labor Standards Act.
- 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: Manpower Development and Training Act Amendments of 1966 Triple: [Manpower Development and Training Act of 1962, amendedBy, Manpower Development and Training Act Amendments of 1966]
Generated description
The Manpower Development and Training Act Amendments of 1966 were U.S. federal legislative changes that expanded and updated the original 1962 program to better address workforce training and employment needs amid economic and technological change.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Manpower Development and Training Act Amendments of 1966 Target entity description: The Manpower Development and Training Act Amendments of 1966 were U.S. federal legislative changes that expanded and updated the original 1962 program to better address workforce training and employment needs amid economic and technological change.
-
A.
Manpower Development and Training Act of 1962
chosen
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.
-
B.
Comprehensive Employment and Training Act
The Comprehensive Employment and Training Act was a major U.S. federal law enacted in the 1970s that funded job training and public service employment programs, particularly for disadvantaged and unemployed workers, by decentralizing control to state and local governments.
-
C.
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.
-
D.
Employment Act of 1946
The Employment Act of 1946 is a landmark U.S. federal law that established the government's responsibility to promote maximum employment, production, and purchasing power, laying the foundation for modern macroeconomic policy and creating the Council of Economic Advisers.
-
E.
Fair Labor Standards Amendments of 1966
The Fair Labor Standards Amendments of 1966 were U.S. federal legislative changes that expanded minimum wage and overtime protections to additional categories of workers and industries under the Fair Labor Standards Act.
- 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_69aed9618b04819081750d979d2af098 |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69aeface7a788190a0e4e549a6816f91 |
completed | March 9, 2026, 4:52 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b562948c9081909054a756794e8576 |
completed | March 14, 2026, 1:28 p.m. |
| NEDg | Description generation | batch_69b563b3db0481909f3dd2a9e6a88e6e |
completed | March 14, 2026, 1:33 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b567e223cc8190aa1d7e827e6c70fd |
completed | March 14, 2026, 1:51 p.m. |
Created at: March 9, 2026, 3:35 p.m.