Triple

T9747499
Position Surface form Disambiguated ID Type / Status
Subject Warner Robins, Georgia E236350 entity
Predicate hasPublicTransit P522 FINISHED
Object Warner Robins Transit (local bus services)
Warner Robins Transit is the local public bus system serving residents and visitors in Warner Robins, Georgia.
 E818561 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: Warner Robins Transit (local bus services) | Statement: [Warner Robins, Georgia, hasPublicTransit, Warner Robins Transit (local bus services)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Warner Robins Transit (local bus services)
Context triple: [Warner Robins, Georgia, hasPublicTransit, Warner Robins Transit (local bus services)]
  • A. Gwinnett County Transit
    Gwinnett County Transit is the public bus transportation system serving communities throughout Gwinnett County in the Atlanta metropolitan area.
  • B. GoRaleigh bus system
    The GoRaleigh bus system is the primary public transit network serving Raleigh, North Carolina and surrounding areas with fixed-route and paratransit bus services.
  • C. Fulton County Transit
    Fulton County Transit is a public transportation agency providing local bus services within Fulton County, New York.
  • D. MARTA Bus
    MARTA Bus is the public bus transit system serving the Atlanta metropolitan area as part of the region’s primary mass transit network.
  • E. GRTC bus service
    GRTC bus service is the primary public transportation system serving Richmond, Virginia and its surrounding areas, operating local, express, and bus rapid transit routes.
  • 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: Warner Robins Transit (local bus services)
Triple: [Warner Robins, Georgia, hasPublicTransit, Warner Robins Transit (local bus services)]
Generated description
Warner Robins Transit is the local public bus system serving residents and visitors in Warner Robins, Georgia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Warner Robins Transit (local bus services)
Target entity description: Warner Robins Transit is the local public bus system serving residents and visitors in Warner Robins, Georgia.
  • A. Gwinnett County Transit
    Gwinnett County Transit is the public bus transportation system serving communities throughout Gwinnett County in the Atlanta metropolitan area.
  • B. GoRaleigh bus system
    The GoRaleigh bus system is the primary public transit network serving Raleigh, North Carolina and surrounding areas with fixed-route and paratransit bus services.
  • C. Fulton County Transit
    Fulton County Transit is a public transportation agency providing local bus services within Fulton County, New York.
  • D. MARTA Bus
    MARTA Bus is the public bus transit system serving the Atlanta metropolitan area as part of the region’s primary mass transit network.
  • E. GRTC bus service
    GRTC bus service is the primary public transportation system serving Richmond, Virginia and its surrounding areas, operating local, express, and bus rapid transit routes.
  • 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_69ca84d3e24481908a476e2231123cf9 completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cd9f677830819096d388b9c798ecd5 completed April 1, 2026, 10:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69d1b00d76488190af68cba694dc329c completed April 5, 2026, 12:42 a.m.
NEDg Description generation batch_69d1b0f8eacc81909643c6f74e049faa completed April 5, 2026, 12:46 a.m.
NED2 Entity disambiguation (via description) batch_69d1b1511c7c8190ba7bc691ab2d3a13 completed April 5, 2026, 12:48 a.m.
Created at: March 30, 2026, 8:23 p.m.