Triple

T14634446
Position Surface form Disambiguated ID Type / Status
Subject Georgia's 12th congressional district E343564 entity
Predicate contains P35 FINISHED
Object city of Swainsboro, Georgia
The city of Swainsboro, Georgia, is a small rural community in Emanuel County that serves as the county seat and a regional hub in southeastern Georgia.
E1109573 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: city of Swainsboro, Georgia | Statement: [Georgia's 12th congressional district, contains, city of Swainsboro, Georgia]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: city of Swainsboro, Georgia
Context triple: [Georgia's 12th congressional district, contains, city of Swainsboro, Georgia]
  • A. Watkinsville, Georgia
    Watkinsville, Georgia is a small city in northeastern Georgia known for its historic charm, arts community, and role as the governmental and cultural center of Oconee County.
  • B. Lumber City, Georgia
    Lumber City, Georgia is a small rural city in Telfair County known historically as a timber and river trade community in southeastern Georgia.
  • C. Statesboro, Georgia
    Statesboro, Georgia is a small city in southeastern Georgia known as a regional hub for education, commerce, and as the home of Georgia Southern University.
  • D. Iron City, Georgia
    Iron City, Georgia is a small rural town located in Seminole County in the southwestern part of the state.
  • E. Waynesboro, Georgia
    Waynesboro, Georgia is a small historic city in eastern Georgia known for its agricultural surroundings and role as a local economic and cultural center.
  • 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: city of Swainsboro, Georgia
Triple: [Georgia's 12th congressional district, contains, city of Swainsboro, Georgia]
Generated description
The city of Swainsboro, Georgia, is a small rural community in Emanuel County that serves as the county seat and a regional hub in southeastern Georgia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: city of Swainsboro, Georgia
Target entity description: The city of Swainsboro, Georgia, is a small rural community in Emanuel County that serves as the county seat and a regional hub in southeastern Georgia.
  • A. Swainsboro, Georgia chosen
    Swainsboro, Georgia is a small city in east-central Georgia that serves as the county seat of Emanuel County and a regional hub for commerce and education.
  • B. Watkinsville, Georgia
    Watkinsville, Georgia is a small city in northeastern Georgia known for its historic charm, arts community, and role as the governmental and cultural center of Oconee County.
  • C. Lumber City, Georgia
    Lumber City, Georgia is a small rural city in Telfair County known historically as a timber and river trade community in southeastern Georgia.
  • D. Statesboro, Georgia
    Statesboro, Georgia is a small city in southeastern Georgia known as a regional hub for education, commerce, and as the home of Georgia Southern University.
  • E. Iron City, Georgia
    Iron City, Georgia is a small rural town located in Seminole County in the southwestern part of the state.
  • F. None of above.

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_69d822dffc3c8190aa173b90761bffda completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69deb4aa7cb48190b008bd6b0e162c89 completed April 14, 2026, 9:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69fda933937881909f3cf59fba878dfd completed May 8, 2026, 9:13 a.m.
NEDg Description generation batch_69fdb3efb4fc8190bca7469d89a66a85 completed May 8, 2026, 9:59 a.m.
NED2 Entity disambiguation (via description) batch_69fdb48b5ca08190be61da2fdb7dbce4 completed May 8, 2026, 10:01 a.m.
Created at: April 10, 2026, 1:26 a.m.