Triple

T17835482
Position Surface form Disambiguated ID Type / Status
Subject Stoughton, Massachusetts E445371 entity
Predicate hasFireDepartment P464 FINISHED
Object Stoughton Fire Department
The Stoughton Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations for the town of Stoughton, Massachusetts.
E1292232 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: Stoughton Fire Department | Statement: [Stoughton, Massachusetts, hasFireDepartment, Stoughton Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Stoughton Fire Department
Context triple: [Stoughton, Massachusetts, hasFireDepartment, Stoughton Fire Department]
  • A. Sherborn Fire Department
    The Sherborn Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and related public safety functions to the town of Sherborn, Massachusetts.
  • B. Scituate Fire Department
    The Scituate Fire Department is the municipal fire and emergency response agency serving the community of North Scituate.
  • C. Watertown Fire Department
    The Watertown Fire Department is the municipal agency responsible for fire suppression, emergency medical response, and rescue services in Watertown, Massachusetts.
  • D. Fitchburg Fire Department
    The Fitchburg Fire Department is a municipal fire and emergency services agency responsible for protecting the city of Fitchburg, Massachusetts and its surrounding neighborhoods.
  • E. Brockton Fire Department
    The Brockton Fire Department is the municipal agency responsible for fire suppression, emergency medical services, and rescue operations in the city of Brockton, Massachusetts.
  • 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: Stoughton Fire Department
Triple: [Stoughton, Massachusetts, hasFireDepartment, Stoughton Fire Department]
Generated description
The Stoughton Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations for the town of Stoughton, Massachusetts.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Stoughton Fire Department
Target entity description: The Stoughton Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations for the town of Stoughton, Massachusetts.
  • A. Sherborn Fire Department
    The Sherborn Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and related public safety functions to the town of Sherborn, Massachusetts.
  • B. Scituate Fire Department
    The Scituate Fire Department is the municipal fire and emergency response agency serving the community of North Scituate.
  • C. Watertown Fire Department
    The Watertown Fire Department is the municipal agency responsible for fire suppression, emergency medical response, and rescue services in Watertown, Massachusetts.
  • D. Fitchburg Fire Department
    The Fitchburg Fire Department is a municipal fire and emergency services agency responsible for protecting the city of Fitchburg, Massachusetts and its surrounding neighborhoods.
  • E. Brockton Fire Department
    The Brockton Fire Department is the municipal agency responsible for fire suppression, emergency medical services, and rescue operations in the city of Brockton, Massachusetts.
  • 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_69d8b9f1a6d881909f024bc603111cdb completed April 10, 2026, 8:50 a.m.
NER Named-entity recognition batch_69e48d271e4481909664897cb789fe4a completed April 19, 2026, 8:07 a.m.
NED1 Entity disambiguation (via context triple) batch_6a030c58d9408190b0fdfe3a446c833f completed May 12, 2026, 11:17 a.m.
NEDg Description generation batch_6a030d738f94819087105783689935f0 completed May 12, 2026, 11:22 a.m.
NED2 Entity disambiguation (via description) batch_6a030e300bd881908480e68413c5d1c4 completed May 12, 2026, 11:25 a.m.
Created at: April 10, 2026, 10:16 a.m.