Triple

T18612772
Position Surface form Disambiguated ID Type / Status
Subject Muhlenberg County, Kentucky E454939 entity
Predicate hasCity P316 FINISHED
Object Bremen, Kentucky
Bremen, Kentucky is a small rural city located in Muhlenberg County in the western part of the U.S. state of Kentucky.
E1334004 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: Bremen, Kentucky | Statement: [Muhlenberg County, Kentucky, hasCity, Bremen, Kentucky]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bremen, Kentucky
Context triple: [Muhlenberg County, Kentucky, hasCity, Bremen, Kentucky]
  • A. Benton, Kentucky
    Benton, Kentucky is a small city in western Kentucky that serves as the administrative and commercial hub of Marshall County.
  • B. Burlington, Kentucky
    Burlington, Kentucky is a small unincorporated community that serves as the county seat of Boone County in the northern part of the state, near the Cincinnati metropolitan area.
  • C. Brownsville, Kentucky
    Brownsville, Kentucky is a small city that serves as the county seat of Edmonson County and a gateway to nearby Mammoth Cave National Park.
  • D. Boston, Kentucky
    Boston, Kentucky is a small unincorporated rural community located in Nelson County in the central part of the state.
  • E. Bloomfield, Kentucky
    Bloomfield, Kentucky is a small historic city located in central Kentucky that serves as one of the communities within Nelson County.
  • 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: Bremen, Kentucky
Triple: [Muhlenberg County, Kentucky, hasCity, Bremen, Kentucky]
Generated description
Bremen, Kentucky is a small rural city located in Muhlenberg County in the western part of the U.S. state of Kentucky.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bremen, Kentucky
Target entity description: Bremen, Kentucky is a small rural city located in Muhlenberg County in the western part of the U.S. state of Kentucky.
  • A. Benton, Kentucky
    Benton, Kentucky is a small city in western Kentucky that serves as the administrative and commercial hub of Marshall County.
  • B. Burlington, Kentucky
    Burlington, Kentucky is a small unincorporated community that serves as the county seat of Boone County in the northern part of the state, near the Cincinnati metropolitan area.
  • C. Brownsville, Kentucky
    Brownsville, Kentucky is a small city that serves as the county seat of Edmonson County and a gateway to nearby Mammoth Cave National Park.
  • D. Boston, Kentucky
    Boston, Kentucky is a small unincorporated rural community located in Nelson County in the central part of the state.
  • E. Bloomfield, Kentucky
    Bloomfield, Kentucky is a small historic city located in central Kentucky that serves as one of the communities within Nelson County.
  • 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.