Triple
T16743565
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Manpower Development and Training Act |
E406891
|
entity |
| Predicate | alsoKnownAs |
P39
|
FINISHED |
| Object |
MDTA of 1962
MDTA of 1962 refers to a U.S. federal law that established large-scale job training programs to help unemployed and underemployed workers gain skills needed in a changing economy.
|
E1230316
|
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: MDTA of 1962 | Statement: [Manpower Development and Training Act, alsoKnownAs, MDTA of 1962]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: MDTA of 1962 Context triple: [Manpower Development and Training Act, alsoKnownAs, MDTA of 1962]
-
A.
Federal-Aid Highway Act of 1962
The Federal-Aid Highway Act of 1962 is a U.S. law that required comprehensive urban transportation planning as a condition for federal highway funding, shaping modern metropolitan transportation policy.
-
B.
Public Works and Economic Development Act of 1965
The Public Works and Economic Development Act of 1965 is a U.S. federal law that established a framework for promoting economic growth and job creation in distressed communities through grants and assistance for public works and development projects.
-
C.
Urban Mass Transportation Act of 1964
The Urban Mass Transportation Act of 1964 is a landmark U.S. federal law that established major federal funding and support for public transit systems in urban areas.
-
D.
Federal-Aid Highway Act of 1952
The Federal-Aid Highway Act of 1952 was an early U.S. law that provided federal funding to expand and improve the nation’s highway system, laying groundwork for later, larger interstate highway programs.
-
E.
Federal-Aid Highway Act of 1954
The Federal-Aid Highway Act of 1954 was a U.S. law that expanded federal funding for highway construction and helped lay the groundwork for the later creation of the Interstate Highway System.
- 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: MDTA of 1962 Triple: [Manpower Development and Training Act, alsoKnownAs, MDTA of 1962]
Generated description
MDTA of 1962 refers to a U.S. federal law that established large-scale job training programs to help unemployed and underemployed workers gain skills needed in a changing economy.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: MDTA of 1962 Target entity description: MDTA of 1962 refers to a U.S. federal law that established large-scale job training programs to help unemployed and underemployed workers gain skills needed in a changing economy.
-
A.
Federal-Aid Highway Act of 1962
The Federal-Aid Highway Act of 1962 is a U.S. law that required comprehensive urban transportation planning as a condition for federal highway funding, shaping modern metropolitan transportation policy.
-
B.
Public Works and Economic Development Act of 1965
The Public Works and Economic Development Act of 1965 is a U.S. federal law that established a framework for promoting economic growth and job creation in distressed communities through grants and assistance for public works and development projects.
-
C.
Urban Mass Transportation Act of 1964
The Urban Mass Transportation Act of 1964 is a landmark U.S. federal law that established major federal funding and support for public transit systems in urban areas.
-
D.
Federal-Aid Highway Act of 1952
The Federal-Aid Highway Act of 1952 was an early U.S. law that provided federal funding to expand and improve the nation’s highway system, laying groundwork for later, larger interstate highway programs.
-
E.
Federal-Aid Highway Act of 1954
The Federal-Aid Highway Act of 1954 was a U.S. law that expanded federal funding for highway construction and helped lay the groundwork for the later creation of the Interstate Highway System.
- 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_69d8838ffb088190a0b11149929006bf |
completed | April 10, 2026, 4:58 a.m. |
| NER | Named-entity recognition | batch_69e3aa205138819080284fd9a4341225 |
completed | April 18, 2026, 3:58 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a009d52d88081909695a08d00bd2257 |
completed | May 10, 2026, 2:59 p.m. |
| NEDg | Description generation | batch_6a009dd925308190a82c6ef014b37333 |
completed | May 10, 2026, 3:01 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a009e9b9874819084060408cdc44d0b |
completed | May 10, 2026, 3:04 p.m. |
Created at: April 10, 2026, 5:21 a.m.