Triple

T220100
Position Surface form Disambiguated ID Type / Status
Subject Georgia Department of Transportation E4193 entity
Predicate collaboratesWith P37 FINISHED
Object Metropolitan Planning Organizations in Georgia
Metropolitan Planning Organizations in Georgia are regional transportation planning bodies that coordinate long-range transportation strategies and funding priorities for urbanized areas across the state.
E28113 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: Metropolitan Planning Organizations in Georgia | Statement: [Georgia Department of Transportation, collaboratesWith, Metropolitan Planning Organizations in Georgia]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Metropolitan Planning Organizations in Georgia
Context triple: [Georgia Department of Transportation, collaboratesWith, Metropolitan Planning Organizations in Georgia]
  • A. 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.
  • B. 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.
  • C. College Park, Georgia
    College Park, Georgia is a suburban city in the Atlanta metropolitan area known for its proximity to Hartsfield–Jackson Atlanta International Airport and a mix of historic neighborhoods and transportation infrastructure.
  • D. Metropolitan Washington Council of Governments
    The Metropolitan Washington Council of Governments is a regional organization that brings together local governments in the greater Washington, D.C. area to coordinate planning, policy, and services on issues such as transportation, the environment, and public safety.
  • E. Sandy Springs, Georgia, United States
    Sandy Springs, Georgia, United States is a suburban city just north of Atlanta known for its affluent residential communities and corporate headquarters.
  • 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: Metropolitan Planning Organizations in Georgia
Triple: [Georgia Department of Transportation, collaboratesWith, Metropolitan Planning Organizations in Georgia]
Generated description
Metropolitan Planning Organizations in Georgia are regional transportation planning bodies that coordinate long-range transportation strategies and funding priorities for urbanized areas across the state.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Metropolitan Planning Organizations in Georgia
Target entity description: Metropolitan Planning Organizations in Georgia are regional transportation planning bodies that coordinate long-range transportation strategies and funding priorities for urbanized areas across the state.
  • A. 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.
  • B. 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.
  • C. College Park, Georgia
    College Park, Georgia is a suburban city in the Atlanta metropolitan area known for its proximity to Hartsfield–Jackson Atlanta International Airport and a mix of historic neighborhoods and transportation infrastructure.
  • D. Metropolitan Washington Council of Governments
    The Metropolitan Washington Council of Governments is a regional organization that brings together local governments in the greater Washington, D.C. area to coordinate planning, policy, and services on issues such as transportation, the environment, and public safety.
  • E. Sandy Springs, Georgia, United States
    Sandy Springs, Georgia, United States is a suburban city just north of Atlanta known for its affluent residential communities and corporate headquarters.
  • 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_69a2573508588190b522c2476d91acfe completed Feb. 28, 2026, 2:47 a.m.
NER Named-entity recognition batch_69a25c6d0fa08190810139b14f4851bc completed Feb. 28, 2026, 3:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69a3476fe7a0819086ce5c028429b2c0 completed Feb. 28, 2026, 7:52 p.m.
NEDg Description generation batch_69a34a3ad4688190acdcca286cd8a19a completed Feb. 28, 2026, 8:04 p.m.
NED2 Entity disambiguation (via description) batch_69a34a97c5dc8190b0f3e4f3c342cfae completed Feb. 28, 2026, 8:05 p.m.
Created at: Feb. 28, 2026, 2:53 a.m.