Triple

T13845619
Position Surface form Disambiguated ID Type / Status
Subject Milton, Vermont E332795 entity
Predicate hasEmergencyService P464 FINISHED
Object Milton Fire Department
The Milton Fire Department is the municipal fire and emergency response agency serving the town of Milton, Vermont.
 E1064034 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: Milton Fire Department | Statement: [Milton, Vermont, hasEmergencyService, Milton Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Milton Fire Department
Context triple: [Milton, Vermont, hasEmergencyService, Milton Fire Department]
  • A. Milton Fire Department
    The Milton Fire Department is the municipal fire and emergency response agency serving the town of Milton, Massachusetts.
  • B. Medford Fire Department
    The Medford Fire Department is the municipal agency responsible for fire protection, emergency medical services, and related public safety operations in Medford.
  • C. Franklin Fire Department
    The Franklin Fire Department is the municipal fire and emergency medical services agency serving the city of Franklin, Wisconsin.
  • D. Avon Fire Department
    The Avon Fire Department is the municipal emergency services agency responsible for fire suppression, rescue operations, and related public safety services in the town of Avon, Massachusetts.
  • E. Marlboro Fire Department
    The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
  • 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: Milton Fire Department
Triple: [Milton, Vermont, hasEmergencyService, Milton Fire Department]
Generated description
The Milton Fire Department is the municipal fire and emergency response agency serving the town of Milton, Vermont.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Milton Fire Department
Target entity description: The Milton Fire Department is the municipal fire and emergency response agency serving the town of Milton, Vermont.
  • A. Milton Fire Department
    The Milton Fire Department is the municipal fire and emergency response agency serving the town of Milton, Massachusetts.
  • B. Medford Fire Department
    The Medford Fire Department is the municipal agency responsible for fire protection, emergency medical services, and related public safety operations in Medford.
  • C. Franklin Fire Department
    The Franklin Fire Department is the municipal fire and emergency medical services agency serving the city of Franklin, Wisconsin.
  • D. Avon Fire Department
    The Avon Fire Department is the municipal emergency services agency responsible for fire suppression, rescue operations, and related public safety services in the town of Avon, Massachusetts.
  • E. Marlboro Fire Department
    The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
  • 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_69d81c5ba13c8190839315f54768acfd completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de02b1a25c8190a9f85ba43c421188 completed April 14, 2026, 9:02 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7b8fa40108190b13dc827a9951601 completed May 3, 2026, 9:07 p.m.
NEDg Description generation batch_69f7b9da1f848190a0c7e8d8a2b0954d completed May 3, 2026, 9:10 p.m.
NED2 Entity disambiguation (via description) batch_69f7bbf713ac81908d9447100901c41f completed May 3, 2026, 9:19 p.m.
Created at: April 9, 2026, 10:13 p.m.