Triple

T7223251
Position Surface form Disambiguated ID Type / Status
Subject Atlanta Regional Commission E150311 entity
Predicate cooperatesWith P435 FINISHED
Object Georgia Regional Transportation Authority
The Georgia Regional Transportation Authority is a state-level agency that plans and coordinates transportation and air quality initiatives in the Atlanta metropolitan region.
E651681 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: Georgia Regional Transportation Authority | Statement: [Atlanta Regional Commission, cooperatesWith, Georgia Regional Transportation Authority]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Georgia Regional Transportation Authority
Context triple: [Atlanta Regional Commission, cooperatesWith, Georgia Regional Transportation Authority]
  • A. Metropolitan Atlanta Rapid Transit Authority (MARTA)
    The Metropolitan Atlanta Rapid Transit Authority (MARTA) is the primary public transportation agency serving the Atlanta metropolitan area, operating a network of heavy rail, bus, and paratransit services.
  • B. Atlanta Regional Commission
    The Atlanta Regional Commission is the regional planning and intergovernmental coordination agency for the Atlanta metropolitan area, overseeing long-range transportation, land use, and community development initiatives.
  • C. Jacksonville Transportation Authority
    The Jacksonville Transportation Authority is the public agency that plans, operates, and maintains bus, rapid transit, and other transportation services in the Jacksonville, Florida metropolitan area.
  • D. Georgia Department of Transportation
    The Georgia Department of Transportation is the state agency responsible for planning, constructing, and maintaining Georgia’s transportation infrastructure, including highways, bridges, and public transit systems.
  • E. Charleston Area Regional Transportation Authority
    The Charleston Area Regional Transportation Authority is the public transit agency that operates bus and related transportation services throughout the Charleston, South Carolina metropolitan area.
  • 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: Georgia Regional Transportation Authority
Triple: [Atlanta Regional Commission, cooperatesWith, Georgia Regional Transportation Authority]
Generated description
The Georgia Regional Transportation Authority is a state-level agency that plans and coordinates transportation and air quality initiatives in the Atlanta metropolitan region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Georgia Regional Transportation Authority
Target entity description: The Georgia Regional Transportation Authority is a state-level agency that plans and coordinates transportation and air quality initiatives in the Atlanta metropolitan region.
  • A. Metropolitan Atlanta Rapid Transit Authority (MARTA)
    The Metropolitan Atlanta Rapid Transit Authority (MARTA) is the primary public transportation agency serving the Atlanta metropolitan area, operating a network of heavy rail, bus, and paratransit services.
  • B. Atlanta Regional Commission
    The Atlanta Regional Commission is the regional planning and intergovernmental coordination agency for the Atlanta metropolitan area, overseeing long-range transportation, land use, and community development initiatives.
  • C. Jacksonville Transportation Authority
    The Jacksonville Transportation Authority is the public agency that plans, operates, and maintains bus, rapid transit, and other transportation services in the Jacksonville, Florida metropolitan area.
  • D. Georgia Department of Transportation
    The Georgia Department of Transportation is the state agency responsible for planning, constructing, and maintaining Georgia’s transportation infrastructure, including highways, bridges, and public transit systems.
  • E. Charleston Area Regional Transportation Authority
    The Charleston Area Regional Transportation Authority is the public transit agency that operates bus and related transportation services throughout the Charleston, South Carolina metropolitan area.
  • 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_69c687effb44819092b95d07d0368c9f completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c6e9b54a5c8190a4a289f32853a8fe completed March 27, 2026, 8:33 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7d38686ac819098705463a65dec87 completed March 28, 2026, 1:11 p.m.
NEDg Description generation batch_69c7d42333008190880e2d09828e71fe completed March 28, 2026, 1:14 p.m.
NED2 Entity disambiguation (via description) batch_69c7d5137efc81908745cca73b112f0c completed March 28, 2026, 1:18 p.m.
Created at: March 27, 2026, 2:54 p.m.