Triple

T3339801
Position Surface form Disambiguated ID Type / Status
Subject Marshall County, Kentucky E70230 entity
Predicate seat P75 FINISHED
Object Benton, Kentucky
Benton, Kentucky is a small city in western Kentucky that serves as the administrative and commercial hub of Marshall County.
E396607 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: Benton, Kentucky | Statement: [Marshall County, Kentucky, seat, Benton, Kentucky]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Benton, Kentucky
Context triple: [Marshall County, Kentucky, seat, Benton, Kentucky]
  • A. Bloomfield, Kentucky
    Bloomfield, Kentucky is a small historic city located in central Kentucky that serves as one of the communities within Nelson County.
  • B. 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.
  • C. Bonnieville, Kentucky
    Bonnieville, Kentucky is a small rural city in south-central Kentucky known for its location along U.S. Route 31W and its proximity to Mammoth Cave National Park.
  • D. Burgin, Kentucky
    Burgin, Kentucky is a small home rule-class city located in Mercer County in the central part of the state.
  • E. Bellevue, Kentucky
    Bellevue, Kentucky is a small historic riverfront city in Campbell County, located along the Ohio River just across from Cincinnati, Ohio.
  • 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: Benton, Kentucky
Triple: [Marshall County, Kentucky, seat, Benton, Kentucky]
Generated description
Benton, Kentucky is a small city in western Kentucky that serves as the administrative and commercial hub of Marshall County.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Benton, Kentucky
Target entity description: Benton, Kentucky is a small city in western Kentucky that serves as the administrative and commercial hub of Marshall County.
  • A. Bloomfield, Kentucky
    Bloomfield, Kentucky is a small historic city located in central Kentucky that serves as one of the communities within Nelson County.
  • B. 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.
  • C. Bonnieville, Kentucky
    Bonnieville, Kentucky is a small rural city in south-central Kentucky known for its location along U.S. Route 31W and its proximity to Mammoth Cave National Park.
  • D. Burgin, Kentucky
    Burgin, Kentucky is a small home rule-class city located in Mercer County in the central part of the state.
  • E. Bellevue, Kentucky
    Bellevue, Kentucky is a small historic riverfront city in Campbell County, located along the Ohio River just across from Cincinnati, Ohio.
  • 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_69ad85a405e48190b6e68de7cf9f319e completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adb1bf1f648190993ac8e9dda60983 completed March 8, 2026, 5:28 p.m.
NED1 Entity disambiguation (via context triple) batch_69b51c5e56b081909794cbab0c3e1cc9 completed March 14, 2026, 8:29 a.m.
NEDg Description generation batch_69b51d61e89081909e1df16631274746 completed March 14, 2026, 8:33 a.m.
NED2 Entity disambiguation (via description) batch_69b51dcb5cb88190ad859cde9f10918a completed March 14, 2026, 8:35 a.m.
Created at: March 8, 2026, 3:12 p.m.