Triple

T13663797
Position Surface form Disambiguated ID Type / Status
Subject Los Banos, California E327062 entity
Predicate hasPublicService P6352 FINISHED
Object Los Banos Fire Department
The Los Banos Fire Department is the municipal agency responsible for providing fire protection, emergency medical response, and related safety services to the community of Los Banos, California.
 E1053469 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: Los Banos Fire Department | Statement: [Los Banos, California, hasPublicService, Los Banos Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Los Banos Fire Department
Context triple: [Los Banos, California, hasPublicService, Los Banos Fire Department]
  • A. 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.
  • B. Sebastopol Fire Department
    The Sebastopol Fire Department is the municipal fire and emergency response agency serving the city of Sebastopol in Sonoma County, California.
  • C. Berkeley Fire Department
    The Berkeley Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations throughout the city of Berkeley, California.
  • D. Santa Clara County Fire Department
    The Santa Clara County Fire Department is a regional fire and emergency services agency in California that provides fire protection, rescue, and emergency medical response to multiple communities, including the city of Campbell.
  • E. Alameda County Fire Department
    The Alameda County Fire Department is a regional fire and emergency services agency that provides firefighting, rescue, and medical response across much of Alameda County in California.
  • 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: Los Banos Fire Department
Triple: [Los Banos, California, hasPublicService, Los Banos Fire Department]
Generated description
The Los Banos Fire Department is the municipal agency responsible for providing fire protection, emergency medical response, and related safety services to the community of Los Banos, California.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Los Banos Fire Department
Target entity description: The Los Banos Fire Department is the municipal agency responsible for providing fire protection, emergency medical response, and related safety services to the community of Los Banos, California.
  • A. 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.
  • B. Sebastopol Fire Department
    The Sebastopol Fire Department is the municipal fire and emergency response agency serving the city of Sebastopol in Sonoma County, California.
  • C. Berkeley Fire Department
    The Berkeley Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations throughout the city of Berkeley, California.
  • D. Santa Clara County Fire Department
    The Santa Clara County Fire Department is a regional fire and emergency services agency in California that provides fire protection, rescue, and emergency medical response to multiple communities, including the city of Campbell.
  • E. Alameda County Fire Department
    The Alameda County Fire Department is a regional fire and emergency services agency that provides firefighting, rescue, and medical response across much of Alameda County in California.
  • 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_69d8076d8270819092afc2f0e9c359a8 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69dbc622a07c81909ef7fb55e719dd9a completed April 12, 2026, 4:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69f78b0ac4c88190ab6f753c6847eb6e completed May 3, 2026, 5:51 p.m.
NEDg Description generation batch_69f78cdf1a74819087b0370060ddfa99 completed May 3, 2026, 5:58 p.m.
NED2 Entity disambiguation (via description) batch_69f78e00007c81909007a751fd4625c2 completed May 3, 2026, 6:03 p.m.
Created at: April 9, 2026, 9:52 p.m.