Triple

T1316402
Position Surface form Disambiguated ID Type / Status
Subject Metropolitan Planning Organizations in Georgia E28113 entity
Predicate develops P73 FINISHED
Object Transportation Improvement Programs
Transportation Improvement Programs are short-range, federally required planning documents that prioritize and allocate funding for transportation projects within a metropolitan area.
E150310 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: Transportation Improvement Programs | Statement: [Metropolitan Planning Organizations in Georgia, develops, Transportation Improvement Programs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Transportation Improvement Programs
Context triple: [Metropolitan Planning Organizations in Georgia, develops, Transportation Improvement Programs]
  • A. Federal-aid Highway Program
    The Federal-aid Highway Program is a U.S. government initiative that provides federal funding and oversight for the construction, maintenance, and improvement of the nation’s highways and related infrastructure.
  • B. 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.
  • C. West Coast Route Modernisation
    West Coast Route Modernisation was a major UK rail infrastructure programme that overhauled the West Coast Main Line to increase capacity, speed, and reliability for passenger and freight services.
  • D. Strategic Transport Projects Review
    The Strategic Transport Projects Review is a long-term planning document that outlines Scotland’s national transport investment priorities and major infrastructure projects.
  • E. Most Wanted List of Transportation Safety Improvements
    The Most Wanted List of Transportation Safety Improvements is a priority agenda issued by the National Transportation Safety Board that highlights the most critical safety changes needed across U.S. transportation modes to prevent accidents and save lives.
  • 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: Transportation Improvement Programs
Triple: [Metropolitan Planning Organizations in Georgia, develops, Transportation Improvement Programs]
Generated description
Transportation Improvement Programs are short-range, federally required planning documents that prioritize and allocate funding for transportation projects within a metropolitan area.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Transportation Improvement Programs
Target entity description: Transportation Improvement Programs are short-range, federally required planning documents that prioritize and allocate funding for transportation projects within a metropolitan area.
  • A. Federal-aid Highway Program
    The Federal-aid Highway Program is a U.S. government initiative that provides federal funding and oversight for the construction, maintenance, and improvement of the nation’s highways and related infrastructure.
  • B. 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.
  • C. West Coast Route Modernisation
    West Coast Route Modernisation was a major UK rail infrastructure programme that overhauled the West Coast Main Line to increase capacity, speed, and reliability for passenger and freight services.
  • D. Strategic Transport Projects Review
    The Strategic Transport Projects Review is a long-term planning document that outlines Scotland’s national transport investment priorities and major infrastructure projects.
  • E. Most Wanted List of Transportation Safety Improvements
    The Most Wanted List of Transportation Safety Improvements is a priority agenda issued by the National Transportation Safety Board that highlights the most critical safety changes needed across U.S. transportation modes to prevent accidents and save lives.
  • 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_69a498532c3481909223b74af2e578df completed March 1, 2026, 7:49 p.m.
NER Named-entity recognition batch_69a4c175079481909077cf11ed72d6fa completed March 1, 2026, 10:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69acbaf16a84819089c3473113ae70f9 completed March 7, 2026, 11:55 p.m.
NEDg Description generation batch_69acbb89269081909f00aee480c94e9f completed March 7, 2026, 11:58 p.m.
NED2 Entity disambiguation (via description) batch_69acbc010cd0819080b1f8695dc0990b completed March 8, 2026, midnight
Created at: March 1, 2026, 7:55 p.m.