Triple

T4653025
Position Surface form Disambiguated ID Type / Status
Subject Liberty County, Georgia E102340 entity
Predicate containsSettlement P847 FINISHED
Object Flemington, Georgia
Flemington, Georgia is a small town in Liberty County in southeastern Georgia, known for its quiet residential character and proximity to the city of Hinesville and Fort Stewart.
E457989 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: Flemington, Georgia | Statement: [Liberty County, Georgia, containsSettlement, Flemington, Georgia]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Flemington, Georgia
Context triple: [Liberty County, Georgia, containsSettlement, Flemington, Georgia]
  • A. Ellerslie, Georgia
    Ellerslie, Georgia is an unincorporated community in Muscogee County known for its rural residential character near the Columbus metropolitan area.
  • B. Fair Oaks, Georgia
    Fair Oaks, Georgia is a small unincorporated community and census-designated place in the Atlanta metropolitan area.
  • C. Arlington, Georgia
    Arlington, Georgia is a small rural city in the southwestern part of the state known historically for its agricultural economy and tight-knit community.
  • D. Hickory Flat, Georgia
    Hickory Flat, Georgia is a rural unincorporated community in north-central Georgia known for its suburban growth and proximity to the city of Canton.
  • E. Woodstock, Georgia
    Woodstock, Georgia is a rapidly growing suburban city in the Atlanta metropolitan area known for its revitalized downtown, family-friendly communities, and access to outdoor recreation.
  • 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: Flemington, Georgia
Triple: [Liberty County, Georgia, containsSettlement, Flemington, Georgia]
Generated description
Flemington, Georgia is a small town in Liberty County in southeastern Georgia, known for its quiet residential character and proximity to the city of Hinesville and Fort Stewart.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Flemington, Georgia
Target entity description: Flemington, Georgia is a small town in Liberty County in southeastern Georgia, known for its quiet residential character and proximity to the city of Hinesville and Fort Stewart.
  • A. Ellerslie, Georgia
    Ellerslie, Georgia is an unincorporated community in Muscogee County known for its rural residential character near the Columbus metropolitan area.
  • B. Fair Oaks, Georgia
    Fair Oaks, Georgia is a small unincorporated community and census-designated place in the Atlanta metropolitan area.
  • C. Arlington, Georgia
    Arlington, Georgia is a small rural city in the southwestern part of the state known historically for its agricultural economy and tight-knit community.
  • D. Hickory Flat, Georgia
    Hickory Flat, Georgia is a rural unincorporated community in north-central Georgia known for its suburban growth and proximity to the city of Canton.
  • E. Woodstock, Georgia
    Woodstock, Georgia is a rapidly growing suburban city in the Atlanta metropolitan area known for its revitalized downtown, family-friendly communities, and access to outdoor recreation.
  • 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_69bd43d71a308190afea7280841b0de8 completed March 20, 2026, 12:55 p.m.
NER Named-entity recognition batch_69bd6314883481908f085a7af497b0d8 completed March 20, 2026, 3:09 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdfaeb1ee081909ef641953bdf8df3 completed March 21, 2026, 1:56 a.m.
NEDg Description generation batch_69bdfbc12acc8190b8116a6003abb3e3 completed March 21, 2026, 2 a.m.
NED2 Entity disambiguation (via description) batch_69bdfc44536c8190a71e52b0690a7570 completed March 21, 2026, 2:02 a.m.
Created at: March 20, 2026, 1:14 p.m.