Triple

T16815766
Position Surface form Disambiguated ID Type / Status
Subject Warren County, Kentucky E408743 entity
Predicate contains P35 FINISHED
Object Plum Springs, Kentucky
Plum Springs, Kentucky is a small home rule-class city in Warren County that forms part of the Bowling Green metropolitan area.
E1234974 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: Plum Springs, Kentucky | Statement: [Warren County, Kentucky, contains, Plum Springs, Kentucky]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Plum Springs, Kentucky
Context triple: [Warren County, Kentucky, contains, Plum Springs, Kentucky]
  • A. Bluff Springs, Kentucky
    Bluff Springs, Kentucky is a small community located within the Richmond–Berea micropolitan region in the state of Kentucky.
  • B. Roaring Spring, Kentucky
    Roaring Spring, Kentucky is an unincorporated rural community located in Trigg County in western Kentucky.
  • C. Cold Spring, Kentucky
    Cold Spring, Kentucky is a small suburban city in northern Kentucky that forms part of the Cincinnati metropolitan area.
  • D. Muldraugh, Kentucky
    Muldraugh, Kentucky is a small city in north-central Kentucky known for its proximity to Fort Knox and its location along U.S. Route 31W.
  • E. Bighill, Kentucky
    Bighill, Kentucky is a small unincorporated community in Madison County that lies within the Richmond–Berea micropolitan region of 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: Plum Springs, Kentucky
Triple: [Warren County, Kentucky, contains, Plum Springs, Kentucky]
Generated description
Plum Springs, Kentucky is a small home rule-class city in Warren County that forms part of the Bowling Green metropolitan area.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Plum Springs, Kentucky
Target entity description: Plum Springs, Kentucky is a small home rule-class city in Warren County that forms part of the Bowling Green metropolitan area.
  • A. Bluff Springs, Kentucky
    Bluff Springs, Kentucky is a small community located within the Richmond–Berea micropolitan region in the state of Kentucky.
  • B. Roaring Spring, Kentucky
    Roaring Spring, Kentucky is an unincorporated rural community located in Trigg County in western Kentucky.
  • C. Cold Spring, Kentucky
    Cold Spring, Kentucky is a small suburban city in northern Kentucky that forms part of the Cincinnati metropolitan area.
  • D. Muldraugh, Kentucky
    Muldraugh, Kentucky is a small city in north-central Kentucky known for its proximity to Fort Knox and its location along U.S. Route 31W.
  • E. Bighill, Kentucky
    Bighill, Kentucky is a small unincorporated community in Madison County that lies within the Richmond–Berea micropolitan region of 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_69d88394566c8190b3dcbdc72935f7fa completed April 10, 2026, 4:59 a.m.
NER Named-entity recognition batch_69e3b2e1de908190aa3508770fb865cf completed April 18, 2026, 4:35 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00b2946ddc81908b1e7c662dc943ff completed May 10, 2026, 4:30 p.m.
NEDg Description generation batch_6a00b3aafac08190b3e0181780f45392 completed May 10, 2026, 4:34 p.m.
NED2 Entity disambiguation (via description) batch_6a00b466ecd08190b7b5ee54476631ab completed May 10, 2026, 4:37 p.m.
Created at: April 10, 2026, 5:23 a.m.