Triple

T12236316
Position Surface form Disambiguated ID Type / Status
Subject Boxford, Massachusetts E291600 entity
Predicate emergencyServices P464 FINISHED
Object Boxford Fire Department
The Boxford Fire Department is the municipal agency responsible for fire protection, emergency medical response, and related public safety services in the town of Boxford, Massachusetts.
 E974598 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: Boxford Fire Department | Statement: [Boxford, Massachusetts, emergencyServices, Boxford Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Boxford Fire Department
Context triple: [Boxford, Massachusetts, emergencyServices, Boxford Fire Department]
  • A. Boxborough Fire Department
    The Boxborough Fire Department is the municipal agency responsible for fire suppression, emergency medical response, and related public safety services in the town of Boxborough, Massachusetts.
  • B. 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.
  • C. Chelmsford Fire Department
    The Chelmsford Fire Department is the municipal agency responsible for fire suppression, emergency medical response, and related public safety services in the town of Chelmsford, Massachusetts.
  • D. Tewksbury Fire Department
    The Tewksbury Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations to the town of Tewksbury, Massachusetts.
  • E. 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.
  • 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: Boxford Fire Department
Triple: [Boxford, Massachusetts, emergencyServices, Boxford Fire Department]
Generated description
The Boxford Fire Department is the municipal agency responsible for fire protection, emergency medical response, and related public safety services in the town of Boxford, Massachusetts.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Boxford Fire Department
Target entity description: The Boxford Fire Department is the municipal agency responsible for fire protection, emergency medical response, and related public safety services in the town of Boxford, Massachusetts.
  • A. Boxborough Fire Department
    The Boxborough Fire Department is the municipal agency responsible for fire suppression, emergency medical response, and related public safety services in the town of Boxborough, Massachusetts.
  • B. 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.
  • C. Chelmsford Fire Department
    The Chelmsford Fire Department is the municipal agency responsible for fire suppression, emergency medical response, and related public safety services in the town of Chelmsford, Massachusetts.
  • D. Tewksbury Fire Department
    The Tewksbury Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations to the town of Tewksbury, Massachusetts.
  • E. 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.
  • 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_69d6ab668acc8190963ba424049d6aee completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d91cb2892c81909a97b3ad6ec2c21b completed April 10, 2026, 3:52 p.m.
NED1 Entity disambiguation (via context triple) batch_69f61e5e32908190a3c1e75ba336ad89 completed May 2, 2026, 3:55 p.m.
NEDg Description generation batch_69f61f9386548190a749445a404db3a2 completed May 2, 2026, 4 p.m.
NED2 Entity disambiguation (via description) batch_69f6207f164c8190b663a50ee3c761d6 completed May 2, 2026, 4:04 p.m.
Created at: April 8, 2026, 9:51 p.m.