Triple

T15633246
Position Surface form Disambiguated ID Type / Status
Subject Middleton, Wisconsin E375872 entity
Predicate hasFireDepartment P464 FINISHED
Object Middleton Fire District
Middleton Fire District is the municipal fire and emergency services agency responsible for protecting the community of Middleton, Wisconsin.
 E1168046 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: Middleton Fire District | Statement: [Middleton, Wisconsin, hasFireDepartment, Middleton Fire District]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Middleton Fire District
Context triple: [Middleton, Wisconsin, hasFireDepartment, Middleton Fire District]
  • A. Middleton Fire Department
    The Middleton Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and related public safety operations for the community of Middleton, Massachusetts.
  • B. Midfield Fire Department
    Midfield Fire Department is the municipal fire and emergency response agency serving the community of Midfield, Alabama.
  • C. Milton Fire Department
    The Milton Fire Department is the municipal fire and emergency response agency serving the town of Milton, Vermont.
  • D. Milton Fire Department
    The Milton Fire Department is the municipal fire and emergency response agency serving the town of Milton, Massachusetts.
  • E. Tri-State Fire Protection District
    Tri-State Fire Protection District is a regional fire and emergency medical services agency that provides fire protection and rescue services to the Village of Darien and surrounding communities.
  • 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: Middleton Fire District
Triple: [Middleton, Wisconsin, hasFireDepartment, Middleton Fire District]
Generated description
Middleton Fire District is the municipal fire and emergency services agency responsible for protecting the community of Middleton, Wisconsin.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Middleton Fire District
Target entity description: Middleton Fire District is the municipal fire and emergency services agency responsible for protecting the community of Middleton, Wisconsin.
  • A. Middleton Fire Department
    The Middleton Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and related public safety operations for the community of Middleton, Massachusetts.
  • B. Midfield Fire Department
    Midfield Fire Department is the municipal fire and emergency response agency serving the community of Midfield, Alabama.
  • C. Milton Fire Department
    The Milton Fire Department is the municipal fire and emergency response agency serving the town of Milton, Vermont.
  • D. Milton Fire Department
    The Milton Fire Department is the municipal fire and emergency response agency serving the town of Milton, Massachusetts.
  • E. Tri-State Fire Protection District
    Tri-State Fire Protection District is a regional fire and emergency medical services agency that provides fire protection and rescue services to the Village of Darien and surrounding communities.
  • 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_69d85cd035a48190b73d5579ab73969a completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69e04eb7338881909f3c430bb73f91d1 completed April 16, 2026, 2:51 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff5f472b648190b7cd532a1b16373e completed May 9, 2026, 4:22 p.m.
NEDg Description generation batch_69ff606f627081909e6ea230f30c917b completed May 9, 2026, 4:27 p.m.
NED2 Entity disambiguation (via description) batch_69ff6136a8c88190a83ad9232a338082 completed May 9, 2026, 4:30 p.m.
Created at: April 10, 2026, 4:14 a.m.