Triple

T8693637
Position Surface form Disambiguated ID Type / Status
Subject Urbanized Area Formula Program E206351 entity
Predicate partOf P40 FINISHED
Object Federal Transit Administration formula grant programs
The Federal Transit Administration formula grant programs are a set of federally funded, population- and need-based funding streams that support public transportation planning, capital investments, and operations across U.S. transit agencies.
E751033 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: Federal Transit Administration formula grant programs | Statement: [Urbanized Area Formula Program, partOf, Federal Transit Administration formula grant programs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Federal Transit Administration formula grant programs
Context triple: [Urbanized Area Formula Program, partOf, Federal Transit Administration formula grant programs]
  • A. Federal Transit Administration
    The Federal Transit Administration is a U.S. government agency that provides financial and technical assistance to support and improve public transportation systems nationwide.
  • B. Surface Transportation Block Grant Program
    The Surface Transportation Block Grant Program is a major federal funding program that provides flexible financial assistance to states and localities for a wide range of surface transportation projects, including highways, transit, and safety improvements.
  • 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. Safe, Accountable, Flexible, Efficient Transportation Equity Act: A Legacy for Users
    The Safe, Accountable, Flexible, Efficient Transportation Equity Act: A Legacy for Users (SAFETEA-LU) is a major U.S. federal transportation funding and authorization law that set national policy and funding levels for highways, transit, and safety programs in the mid-2000s.
  • E. Bus and Bus Facilities program
    The Bus and Bus Facilities program is a U.S. federal transit funding program that provides capital assistance to purchase, replace, and rehabilitate buses and related infrastructure to improve public transportation systems.
  • 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: Federal Transit Administration formula grant programs
Triple: [Urbanized Area Formula Program, partOf, Federal Transit Administration formula grant programs]
Generated description
The Federal Transit Administration formula grant programs are a set of federally funded, population- and need-based funding streams that support public transportation planning, capital investments, and operations across U.S. transit agencies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Federal Transit Administration formula grant programs
Target entity description: The Federal Transit Administration formula grant programs are a set of federally funded, population- and need-based funding streams that support public transportation planning, capital investments, and operations across U.S. transit agencies.
  • A. Federal Transit Administration
    The Federal Transit Administration is a U.S. government agency that provides financial and technical assistance to support and improve public transportation systems nationwide.
  • B. Surface Transportation Block Grant Program
    The Surface Transportation Block Grant Program is a major federal funding program that provides flexible financial assistance to states and localities for a wide range of surface transportation projects, including highways, transit, and safety improvements.
  • 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. Safe, Accountable, Flexible, Efficient Transportation Equity Act: A Legacy for Users
    The Safe, Accountable, Flexible, Efficient Transportation Equity Act: A Legacy for Users (SAFETEA-LU) is a major U.S. federal transportation funding and authorization law that set national policy and funding levels for highways, transit, and safety programs in the mid-2000s.
  • E. Bus and Bus Facilities program
    The Bus and Bus Facilities program is a U.S. federal transit funding program that provides capital assistance to purchase, replace, and rehabilitate buses and related infrastructure to improve public transportation systems.
  • 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_69ca835481fc819084e33d3bc883bfa6 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc5826bbb48190a212fb1bb06e05e6 completed March 31, 2026, 11:26 p.m.
NED1 Entity disambiguation (via context triple) batch_69cef3f36a6081909e300f168fbcb8ac completed April 2, 2026, 10:55 p.m.
NEDg Description generation batch_69cef6507d2881909d2db28c48ef5fbd completed April 2, 2026, 11:05 p.m.
NED2 Entity disambiguation (via description) batch_69cef6e6436c8190a836ffe475f0a134 completed April 2, 2026, 11:08 p.m.
Created at: March 30, 2026, 6:33 p.m.