Triple

T18612773
Position Surface form Disambiguated ID Type / Status
Subject Muhlenberg County, Kentucky E454939 entity
Predicate hasUnincorporatedCommunity P6345 FINISHED
Object Beech Creek, Kentucky
Beech Creek, Kentucky is a small unincorporated rural community located in Muhlenberg County in the western part of the state.
E1334005 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: Beech Creek, Kentucky | Statement: [Muhlenberg County, Kentucky, hasUnincorporatedCommunity, Beech Creek, Kentucky]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Beech Creek, Kentucky
Context triple: [Muhlenberg County, Kentucky, hasUnincorporatedCommunity, Beech Creek, Kentucky]
  • A. Coxs Creek, Kentucky
    Coxs Creek, Kentucky is a small unincorporated community in Nelson County known for its rural character and location in central Kentucky.
  • B. Bybee, Kentucky
    Bybee, Kentucky is a small unincorporated community in Madison County that lies within the Richmond–Berea micropolitan region of central Kentucky.
  • C. Brodhead, Kentucky
    Brodhead, Kentucky is a small city in Rockcastle County known for its rural Appalachian setting and role as a local community hub in south-central Kentucky.
  • D. Silver Creek (Kentucky)
    Silver Creek (Kentucky) is a stream in central Kentucky that flows through Madison County before emptying into the Kentucky River.
  • E. Kings Creek, West Virginia
    Kings Creek is a small unincorporated community located in Hancock County in the northern panhandle of West Virginia, near the Ohio River and the Pennsylvania border.
  • 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: Beech Creek, Kentucky
Triple: [Muhlenberg County, Kentucky, hasUnincorporatedCommunity, Beech Creek, Kentucky]
Generated description
Beech Creek, Kentucky is a small unincorporated rural community located in Muhlenberg County in the western part of the state.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Beech Creek, Kentucky
Target entity description: Beech Creek, Kentucky is a small unincorporated rural community located in Muhlenberg County in the western part of the state.
  • A. Coxs Creek, Kentucky
    Coxs Creek, Kentucky is a small unincorporated community in Nelson County known for its rural character and location in central Kentucky.
  • B. Bybee, Kentucky
    Bybee, Kentucky is a small unincorporated community in Madison County that lies within the Richmond–Berea micropolitan region of central Kentucky.
  • C. Brodhead, Kentucky
    Brodhead, Kentucky is a small city in Rockcastle County known for its rural Appalachian setting and role as a local community hub in south-central Kentucky.
  • D. Silver Creek (Kentucky)
    Silver Creek (Kentucky) is a stream in central Kentucky that flows through Madison County before emptying into the Kentucky River.
  • E. Kings Creek, West Virginia
    Kings Creek is a small unincorporated community located in Hancock County in the northern panhandle of West Virginia, near the Ohio River and the Pennsylvania border.
  • 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.