Triple

T6665118
Position Surface form Disambiguated ID Type / Status
Subject Warner Robins Area Transportation Study MPO E151580 entity
Predicate prepares P2534 FINISHED
Object Transportation Improvement Program E150310 NE FINISHED

How this triple was built (2 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: Transportation Improvement Program | Statement: [Warner Robins Area Transportation Study MPO, prepares, Transportation Improvement Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Transportation Improvement Program
Context triple: [Warner Robins Area Transportation Study MPO, prepares, Transportation Improvement Program]
  • A. Transportation Improvement Programs chosen
    Transportation Improvement Programs are short-range, federally required planning documents that prioritize and allocate funding for transportation projects within a metropolitan area.
  • B. Highway Safety Improvement Program
    The Highway Safety Improvement Program is a federal initiative that funds and promotes projects aimed at reducing traffic fatalities and serious injuries on the nation’s roadways.
  • C. Transportation Enhancements funding category
    The Transportation Enhancements funding category is a federal program that supports projects improving the cultural, aesthetic, historic, and environmental aspects of transportation infrastructure beyond traditional highway construction.
  • D. 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.
  • E. Loop transportation system
    The Loop transportation system is The Boring Company’s proposed network of underground tunnels using autonomous electric vehicles to move passengers rapidly and bypass surface traffic congestion.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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.
Created at: March 27, 2026, 2:02 p.m.