Triple

T2934430
Position Surface form Disambiguated ID Type / Status
Subject Warminster, Pennsylvania E79230 entity
Predicate hasFireService P8978 FINISHED
Object Warminster Fire Department
The Warminster Fire Department is the primary emergency fire and rescue service organization serving the community of Warminster, Pennsylvania.
 E311659 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: Warminster Fire Department | Statement: [Warminster, Pennsylvania, hasFireService, Warminster Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Warminster Fire Department
Context triple: [Warminster, Pennsylvania, hasFireService, Warminster Fire Department]
  • A. Middlesex Borough Fire Department
    The Middlesex Borough Fire Department is the municipal fire and rescue agency responsible for protecting lives and property in Middlesex Borough, New Jersey.
  • B. Bourne Fire Department
    The Bourne Fire Department is the municipal fire and emergency services agency responsible for protecting lives and property in the Town of Bourne, Massachusetts.
  • C. Milton Fire Department
    The Milton Fire Department is the municipal fire and emergency response agency serving the town of Milton, Massachusetts.
  • D. Plymouth Fire Department
    The Plymouth Fire Department is the municipal agency responsible for providing fire protection, emergency medical response, and related public safety services to the community of Plymouth, Michigan.
  • E. Hampden Fire Department
    The Hampden Fire Department is the municipal emergency services agency responsible for fire protection, rescue operations, and related public safety services in Hampden, Maine.
  • 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: Warminster Fire Department
Triple: [Warminster, Pennsylvania, hasFireService, Warminster Fire Department]
Generated description
The Warminster Fire Department is the primary emergency fire and rescue service organization serving the community of Warminster, Pennsylvania.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Warminster Fire Department
Target entity description: The Warminster Fire Department is the primary emergency fire and rescue service organization serving the community of Warminster, Pennsylvania.
  • A. Middlesex Borough Fire Department
    The Middlesex Borough Fire Department is the municipal fire and rescue agency responsible for protecting lives and property in Middlesex Borough, New Jersey.
  • B. Bourne Fire Department
    The Bourne Fire Department is the municipal fire and emergency services agency responsible for protecting lives and property in the Town of Bourne, Massachusetts.
  • C. Milton Fire Department
    The Milton Fire Department is the municipal fire and emergency response agency serving the town of Milton, Massachusetts.
  • D. Plymouth Fire Department
    The Plymouth Fire Department is the municipal agency responsible for providing fire protection, emergency medical response, and related public safety services to the community of Plymouth, Michigan.
  • E. Hampden Fire Department
    The Hampden Fire Department is the municipal emergency services agency responsible for fire protection, rescue operations, and related public safety services in Hampden, Maine.
  • 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_69ad8b0fbab081908f6a61567c045d8d completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69ad983b65f881909b8b7d3dc5c224fd completed March 8, 2026, 3:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69b0867ba1b48190a54d00c32b075548 completed March 10, 2026, 9 p.m.
NEDg Description generation batch_69b0dbda7ab881908b5a3e1e897fcb49 completed March 11, 2026, 3:04 a.m.
NED2 Entity disambiguation (via description) batch_69b0dc3ed9e08190ac6c6357f0084ba6 completed March 11, 2026, 3:06 a.m.
Created at: March 8, 2026, 2:56 p.m.