Triple

T12115022
Position Surface form Disambiguated ID Type / Status
Subject Richmond–Berea micropolitan area E288534 entity
Predicate containsCity P294 FINISHED
Object Bluff Springs, Kentucky
Bluff Springs, Kentucky is a small community located within the Richmond–Berea micropolitan region in the state of Kentucky.
E982060 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: Bluff Springs, Kentucky | Statement: [Richmond–Berea micropolitan area, containsCity, Bluff Springs, Kentucky]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bluff Springs, Kentucky
Context triple: [Richmond–Berea micropolitan area, containsCity, Bluff Springs, Kentucky]
  • A. 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.
  • B. Roaring Spring, Kentucky
    Roaring Spring, Kentucky is an unincorporated rural community located in Trigg County in western Kentucky.
  • C. Roundstone, Kentucky
    Roundstone, Kentucky is a small unincorporated community in the state of Kentucky, United States.
  • D. Sebree, Kentucky
    Sebree, Kentucky is a small city in Webster County known historically as a railroad town in western Kentucky.
  • E. 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.
  • 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: Bluff Springs, Kentucky
Triple: [Richmond–Berea micropolitan area, containsCity, Bluff Springs, Kentucky]
Generated description
Bluff Springs, Kentucky is a small community located within the Richmond–Berea micropolitan region in the state of Kentucky.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bluff Springs, Kentucky
Target entity description: Bluff Springs, Kentucky is a small community located within the Richmond–Berea micropolitan region in the state of Kentucky.
  • A. 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.
  • B. Roaring Spring, Kentucky
    Roaring Spring, Kentucky is an unincorporated rural community located in Trigg County in western Kentucky.
  • C. Roundstone, Kentucky
    Roundstone, Kentucky is a small unincorporated community in the state of Kentucky, United States.
  • D. Sebree, Kentucky
    Sebree, Kentucky is a small city in Webster County known historically as a railroad town in western Kentucky.
  • E. 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.
  • 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_69d6ab4a5c448190a110d1273314b21a completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d9156921dc8190aa132b0ab3a7c184 completed April 10, 2026, 3:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69f63456d8dc8190b788957a37b985ca completed May 2, 2026, 5:28 p.m.
NEDg Description generation batch_69f6386304c08190b629d51fd0abcefa completed May 2, 2026, 5:46 p.m.
NED2 Entity disambiguation (via description) batch_69f63900ea248190bf59c1123ea78372 completed May 2, 2026, 5:48 p.m.
Created at: April 8, 2026, 9:49 p.m.