Triple

T6665111
Position Surface form Disambiguated ID Type / Status
Subject Warner Robins Area Transportation Study MPO E151580 entity
Predicate serves P98 FINISHED
Object Byron, Georgia
Byron, Georgia is a small city in central Georgia known for its historic downtown, proximity to Warner Robins, and role as a residential and commercial community along major transportation routes.
E608937 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: Byron, Georgia | Statement: [Warner Robins Area Transportation Study MPO, serves, Byron, Georgia]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Byron, Georgia
Context triple: [Warner Robins Area Transportation Study MPO, serves, Byron, Georgia]
  • A. Byromville, Georgia
    Byromville, Georgia is a small rural town located in central Georgia within Dooly County.
  • B. Bogart, Georgia
    Bogart, Georgia is a small town in northeastern Georgia located near the Athens metropolitan area.
  • C. Morrow, Georgia
    Morrow, Georgia is a small suburban city in the Atlanta metropolitan area known for housing Clayton State University and various retail and commercial centers.
  • D. Brinson, Georgia
    Brinson, Georgia is a small rural community located in Decatur County in the southwestern part of the state.
  • E. Bolingbroke, Georgia
    Bolingbroke, Georgia is an unincorporated community in central Georgia that serves as a small residential and rural area within the Macon metropolitan region.
  • 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: Byron, Georgia
Triple: [Warner Robins Area Transportation Study MPO, serves, Byron, Georgia]
Generated description
Byron, Georgia is a small city in central Georgia known for its historic downtown, proximity to Warner Robins, and role as a residential and commercial community along major transportation routes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Byron, Georgia
Target entity description: Byron, Georgia is a small city in central Georgia known for its historic downtown, proximity to Warner Robins, and role as a residential and commercial community along major transportation routes.
  • A. Byromville, Georgia
    Byromville, Georgia is a small rural town located in central Georgia within Dooly County.
  • B. Bogart, Georgia
    Bogart, Georgia is a small town in northeastern Georgia located near the Athens metropolitan area.
  • C. Morrow, Georgia
    Morrow, Georgia is a small suburban city in the Atlanta metropolitan area known for housing Clayton State University and various retail and commercial centers.
  • D. Brinson, Georgia
    Brinson, Georgia is a small rural community located in Decatur County in the southwestern part of the state.
  • E. Bolingbroke, Georgia
    Bolingbroke, Georgia is an unincorporated community in central Georgia that serves as a small residential and rural area within the Macon metropolitan region.
  • 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_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.
NEDg Description generation batch_69c6f0a3f0b481908dfe70d626277e8f completed March 27, 2026, 9:03 p.m.
NED2 Entity disambiguation (via description) batch_69c6f1a3995c8190b22766356b6e6bf8 completed March 27, 2026, 9:07 p.m.
Created at: March 27, 2026, 2:02 p.m.