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.