Triple

T4023842
Position Surface form Disambiguated ID Type / Status
Subject Manpower Development and Training Act of 1962 E91342 entity
Predicate alsoKnownAs P39 FINISHED
Object MDTA
MDTA is a U.S. federal law enacted in 1962 that funded job training programs to help unemployed and underemployed workers gain skills for available jobs.
 E406891 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 | Statement: [Manpower Development and Training Act of 1962, alsoKnownAs, MDTA]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: MDTA
Context triple: [Manpower Development and Training Act of 1962, alsoKnownAs, MDTA]
  • A. Maryland Transportation Authority
    The Maryland Transportation Authority is the state agency responsible for financing, operating, and maintaining Maryland’s toll roads, bridges, and tunnels.
  • B. Maryland Transit Administration
    The Maryland Transit Administration is the state agency responsible for operating and overseeing public transportation services in Maryland, including bus, rail, and commuter transit systems.
  • C. Maryland Department of Transportation
    The Maryland Department of Transportation is the statewide agency responsible for planning, building, operating, and maintaining Maryland’s transportation systems, including highways, transit, ports, aviation, and rail services.
  • D. Maryland State Highway Administration
    The Maryland State Highway Administration is the state agency responsible for planning, building, and maintaining Maryland’s non-toll state highways and related infrastructure.
  • E. Maryland Motor Vehicle Administration
    The Maryland Motor Vehicle Administration is the state agency responsible for driver licensing, vehicle registration, and related motor vehicle services in Maryland.
  • 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
Triple: [Manpower Development and Training Act of 1962, alsoKnownAs, MDTA]
Generated description
MDTA is a U.S. federal law enacted in 1962 that funded job training programs to help unemployed and underemployed workers gain skills for available jobs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: MDTA
Target entity description: MDTA is a U.S. federal law enacted in 1962 that funded job training programs to help unemployed and underemployed workers gain skills for available jobs.
  • A. Maryland Transportation Authority
    The Maryland Transportation Authority is the state agency responsible for financing, operating, and maintaining Maryland’s toll roads, bridges, and tunnels.
  • B. Maryland Transit Administration
    The Maryland Transit Administration is the state agency responsible for operating and overseeing public transportation services in Maryland, including bus, rail, and commuter transit systems.
  • C. Maryland Department of Transportation
    The Maryland Department of Transportation is the statewide agency responsible for planning, building, operating, and maintaining Maryland’s transportation systems, including highways, transit, ports, aviation, and rail services.
  • D. Maryland State Highway Administration
    The Maryland State Highway Administration is the state agency responsible for planning, building, and maintaining Maryland’s non-toll state highways and related infrastructure.
  • E. Maryland Motor Vehicle Administration
    The Maryland Motor Vehicle Administration is the state agency responsible for driver licensing, vehicle registration, and related motor vehicle services in Maryland.
  • 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_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_69b54c82a33881908eb1b53331b10791 completed March 14, 2026, 11:54 a.m.
NEDg Description generation batch_69b54d41fa008190972411203c8a07f2 completed March 14, 2026, 11:57 a.m.
NED2 Entity disambiguation (via description) batch_69b54deeeac881909cc951927e51111f completed March 14, 2026, noon
Created at: March 9, 2026, 3:35 p.m.