Triple

T15524444
Position Surface form Disambiguated ID Type / Status
Subject Powder Springs, Georgia E369046 entity
Predicate hasNearbyCity P350 FINISHED
Object Hiram, Georgia
Hiram, Georgia is a small suburban city in Paulding County, northwest of Atlanta, known for its residential communities and local retail centers.
E1183887 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: Hiram, Georgia | Statement: [Powder Springs, Georgia, hasNearbyCity, Hiram, Georgia]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hiram, Georgia
Context triple: [Powder Springs, Georgia, hasNearbyCity, Hiram, Georgia]
  • A. Hahira, Georgia
    Hahira, Georgia is a small city in southern Georgia known for its annual Honeybee Festival and close-knit community atmosphere.
  • B. Sylvania, Georgia
    Sylvania, Georgia is a small city in Screven County known as the county seat and a historic community in eastern Georgia.
  • C. Hartwell, Georgia
    Hartwell, Georgia is a small city in northeastern Georgia that serves as a gateway to outdoor recreation and tourism on Lake Hartwell.
  • D. Whigham, Georgia
    Whigham, Georgia is a small rural city in the southwestern part of the state known for its tight-knit community and agricultural surroundings.
  • E. Guyton, Georgia
    Guyton, Georgia is a small city in southeastern Georgia known for its historic charm and role as a residential community within the Savannah metropolitan area.
  • 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: Hiram, Georgia
Triple: [Powder Springs, Georgia, hasNearbyCity, Hiram, Georgia]
Generated description
Hiram, Georgia is a small suburban city in Paulding County, northwest of Atlanta, known for its residential communities and local retail centers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hiram, Georgia
Target entity description: Hiram, Georgia is a small suburban city in Paulding County, northwest of Atlanta, known for its residential communities and local retail centers.
  • A. Hahira, Georgia
    Hahira, Georgia is a small city in southern Georgia known for its annual Honeybee Festival and close-knit community atmosphere.
  • B. Sylvania, Georgia
    Sylvania, Georgia is a small city in Screven County known as the county seat and a historic community in eastern Georgia.
  • C. Hartwell, Georgia
    Hartwell, Georgia is a small city in northeastern Georgia that serves as a gateway to outdoor recreation and tourism on Lake Hartwell.
  • D. Whigham, Georgia
    Whigham, Georgia is a small rural city in the southwestern part of the state known for its tight-knit community and agricultural surroundings.
  • E. Guyton, Georgia
    Guyton, Georgia is a small city in southeastern Georgia known for its historic charm and role as a residential community within the Savannah metropolitan area.
  • 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_69d85a1794cc8190b0b428716296e63e completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e04143bda08190a2dee44918c1ad1c completed April 16, 2026, 1:54 a.m.
NED1 Entity disambiguation (via context triple) batch_69ffb593258081909dcaf2b37fd28e63 completed May 9, 2026, 10:30 p.m.
NEDg Description generation batch_69ffb6945aec8190a2295e497f6c7cf3 completed May 9, 2026, 10:35 p.m.
NED2 Entity disambiguation (via description) batch_69ffb70b8a3081909ee116014e47a757 completed May 9, 2026, 10:36 p.m.
Created at: April 10, 2026, 4:05 a.m.