Triple

T18612771
Position Surface form Disambiguated ID Type / Status
Subject Muhlenberg County, Kentucky E454939 entity
Predicate hasCity P316 FINISHED
Object South Carrollton, Kentucky
South Carrollton, Kentucky is a small incorporated town located in western Kentucky within Muhlenberg County.
E1334003 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: South Carrollton, Kentucky | Statement: [Muhlenberg County, Kentucky, hasCity, South Carrollton, Kentucky]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: South Carrollton, Kentucky
Context triple: [Muhlenberg County, Kentucky, hasCity, South Carrollton, Kentucky]
  • A. Carrollton, Kentucky
    Carrollton, Kentucky is a small historic city at the confluence of the Ohio and Kentucky Rivers, serving as the county seat of Carroll County.
  • B. Riverwood, Kentucky
    Riverwood, Kentucky is a small, affluent residential city in Jefferson County that forms part of the suburban Louisville area.
  • C. Calhoun, Kentucky
    Calhoun, Kentucky is a small city in McLean County that serves as the county seat and lies along the Green River in western Kentucky.
  • D. Scottsville, Kentucky
    Scottsville, Kentucky is a small city that serves as the county seat of Allen County and a local hub for the surrounding rural region.
  • E. Clarkson, Kentucky
    Clarkson, Kentucky is a small home rule-class city in Grayson County known for its rural character and local community events in central Kentucky.
  • 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: South Carrollton, Kentucky
Triple: [Muhlenberg County, Kentucky, hasCity, South Carrollton, Kentucky]
Generated description
South Carrollton, Kentucky is a small incorporated town located in western Kentucky within Muhlenberg County.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: South Carrollton, Kentucky
Target entity description: South Carrollton, Kentucky is a small incorporated town located in western Kentucky within Muhlenberg County.
  • A. Carrollton, Kentucky
    Carrollton, Kentucky is a small historic city at the confluence of the Ohio and Kentucky Rivers, serving as the county seat of Carroll County.
  • B. Riverwood, Kentucky
    Riverwood, Kentucky is a small, affluent residential city in Jefferson County that forms part of the suburban Louisville area.
  • C. Calhoun, Kentucky
    Calhoun, Kentucky is a small city in McLean County that serves as the county seat and lies along the Green River in western Kentucky.
  • D. Scottsville, Kentucky
    Scottsville, Kentucky is a small city that serves as the county seat of Allen County and a local hub for the surrounding rural region.
  • E. Clarkson, Kentucky
    Clarkson, Kentucky is a small home rule-class city in Grayson County known for its rural character and local community events in central Kentucky.
  • 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_69d8d38bbe7c8190bdec3138e7d413c9 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e54d030d488190a992d10d3d28b4ad completed April 19, 2026, 9:45 p.m.
NED1 Entity disambiguation (via context triple) batch_6a05038c4d408190acb54ceaeaf470c5 completed May 13, 2026, 11:04 p.m.
NEDg Description generation batch_6a05065fcdd8819083644c9bceb556c9 completed May 13, 2026, 11:16 p.m.
NED2 Entity disambiguation (via description) batch_6a0506f2ff9c81909995a299641c6c37 completed May 13, 2026, 11:19 p.m.
Created at: April 10, 2026, 11:45 a.m.