Triple

T6665119
Position Surface form Disambiguated ID Type / Status
Subject Warner Robins Area Transportation Study MPO E151580 entity
Predicate prepares P2534 FINISHED
Object Unified Planning Work Program
The Unified Planning Work Program is a short-range planning document that outlines the transportation planning tasks, studies, and budgets to be carried out by a metropolitan planning organization within a given fiscal period.
E608939 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: Unified Planning Work Program | Statement: [Warner Robins Area Transportation Study MPO, prepares, Unified Planning Work Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Unified Planning Work Program
Context triple: [Warner Robins Area Transportation Study MPO, prepares, Unified Planning Work Program]
  • A. Metropolitan Planning Organizations in New Jersey
    Metropolitan Planning Organizations in New Jersey are regional transportation planning bodies that coordinate long-range transportation investments and policies across the state’s metropolitan areas.
  • B. Metropolitan Planning Organizations in Texas
    Metropolitan Planning Organizations in Texas are regional transportation planning bodies that coordinate long-range transportation strategies and funding priorities for urbanized areas across the state.
  • C. Bureau of Transportation Planning and Modal Programs
    The Bureau of Transportation Planning and Modal Programs is a division of Alabama’s state transportation agency responsible for long-range transportation planning and overseeing various travel modes such as transit, rail, and other non-highway programs.
  • D. Planning, Programming and Modal Division of the Iowa Department of Transportation
    The Planning, Programming and Modal Division of the Iowa Department of Transportation is the branch responsible for statewide transportation planning, project programming, and coordination of various transportation modes across Iowa.
  • E. Metropolitan Planning Organizations in Northern California
    Metropolitan Planning Organizations in Northern California are regional transportation planning agencies that coordinate long-range transit, land use, and infrastructure strategies across multiple jurisdictions in the northern part of the state.
  • 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: Unified Planning Work Program
Triple: [Warner Robins Area Transportation Study MPO, prepares, Unified Planning Work Program]
Generated description
The Unified Planning Work Program is a short-range planning document that outlines the transportation planning tasks, studies, and budgets to be carried out by a metropolitan planning organization within a given fiscal period.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Unified Planning Work Program
Target entity description: The Unified Planning Work Program is a short-range planning document that outlines the transportation planning tasks, studies, and budgets to be carried out by a metropolitan planning organization within a given fiscal period.
  • A. Metropolitan Planning Organizations in New Jersey
    Metropolitan Planning Organizations in New Jersey are regional transportation planning bodies that coordinate long-range transportation investments and policies across the state’s metropolitan areas.
  • B. Metropolitan Planning Organizations in Texas
    Metropolitan Planning Organizations in Texas are regional transportation planning bodies that coordinate long-range transportation strategies and funding priorities for urbanized areas across the state.
  • C. Bureau of Transportation Planning and Modal Programs
    The Bureau of Transportation Planning and Modal Programs is a division of Alabama’s state transportation agency responsible for long-range transportation planning and overseeing various travel modes such as transit, rail, and other non-highway programs.
  • D. Planning, Programming and Modal Division of the Iowa Department of Transportation
    The Planning, Programming and Modal Division of the Iowa Department of Transportation is the branch responsible for statewide transportation planning, project programming, and coordination of various transportation modes across Iowa.
  • E. Metropolitan Planning Organizations in Northern California
    Metropolitan Planning Organizations in Northern California are regional transportation planning agencies that coordinate long-range transit, land use, and infrastructure strategies across multiple jurisdictions in the northern part of the state.
  • 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_69c687f71fc081909dbd45d6377f6045 completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c6b09bc69c8190addb8075415ec6d9 completed March 27, 2026, 4:30 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6ef0e33308190995fcccf50d134c1 completed March 27, 2026, 8:56 p.m.
NEDg Description generation batch_69c6f0a3f0b481908dfe70d626277e8f completed March 27, 2026, 9:03 p.m.
NED2 Entity disambiguation (via description) batch_69c6f1a3995c8190b22766356b6e6bf8 completed March 27, 2026, 9:07 p.m.
Created at: March 27, 2026, 2:02 p.m.