Triple

T4290984
Position Surface form Disambiguated ID Type / Status
Subject Ross, California E99589 entity
Predicate hasPublicService P6352 FINISHED
Object Ross Fire Department
The Ross Fire Department is the local emergency response agency providing fire protection, rescue services, and related public safety support to the town of Ross, California.
E428914 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: Ross Fire Department | Statement: [Ross, California, hasPublicService, Ross Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ross Fire Department
Context triple: [Ross, California, hasPublicService, Ross Fire Department]
  • A. Apex Fire Department
    The Apex Fire Department is the municipal fire and emergency services agency responsible for fire protection, rescue, and related public safety services in the town of Apex, North Carolina.
  • 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. Piedmont Fire Department
    The Piedmont Fire Department is the municipal agency responsible for providing fire protection, emergency medical response, and related safety services to the community of Piedmont.
  • D. Sanger Fire Department
    The Sanger Fire Department is the municipal emergency services agency responsible for fire protection, rescue, and related public safety services in Sanger, Texas.
  • E. Fairburn Fire Department
    The Fairburn Fire Department is the municipal fire and emergency services agency serving the city of Fairburn, Georgia.
  • 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: Ross Fire Department
Triple: [Ross, California, hasPublicService, Ross Fire Department]
Generated description
The Ross Fire Department is the local emergency response agency providing fire protection, rescue services, and related public safety support to the town of Ross, California.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ross Fire Department
Target entity description: The Ross Fire Department is the local emergency response agency providing fire protection, rescue services, and related public safety support to the town of Ross, California.
  • A. Apex Fire Department
    The Apex Fire Department is the municipal fire and emergency services agency responsible for fire protection, rescue, and related public safety services in the town of Apex, North Carolina.
  • 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. Piedmont Fire Department
    The Piedmont Fire Department is the municipal agency responsible for providing fire protection, emergency medical response, and related safety services to the community of Piedmont.
  • D. Sanger Fire Department
    The Sanger Fire Department is the municipal emergency services agency responsible for fire protection, rescue, and related public safety services in Sanger, Texas.
  • E. Fairburn Fire Department
    The Fairburn Fire Department is the municipal fire and emergency services agency serving the city of Fairburn, Georgia.
  • 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_69b3455175088190aa79c6e03b86647e completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b3507efb28819091a9d5b9161a5008 completed March 12, 2026, 11:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5c73501f4819088bf87f3c4d0f23b completed March 14, 2026, 8:38 p.m.
NEDg Description generation batch_69b5c83c4b088190864f4bd5d32b0a29 completed March 14, 2026, 8:42 p.m.
NED2 Entity disambiguation (via description) batch_69b5c8a0c0bc8190beba56664874ed9b completed March 14, 2026, 8:44 p.m.
Created at: March 12, 2026, 11:08 p.m.