Triple

T14573960
Position Surface form Disambiguated ID Type / Status
Subject Berkeley, Missouri E341988 entity
Predicate hasFireDepartment P464 FINISHED
Object Berkeley Fire Department
The Berkeley Fire Department is the municipal agency responsible for providing fire protection, emergency medical response, and related public safety services to the city of Berkeley, Missouri.
 E1106504 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: Berkeley Fire Department | Statement: [Berkeley, Missouri, hasFireDepartment, Berkeley Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Berkeley Fire Department
Context triple: [Berkeley, Missouri, hasFireDepartment, Berkeley Fire Department]
  • A. 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.
  • B. 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.
  • C. San Francisco Fire Department
    The San Francisco Fire Department is the municipal agency responsible for fire protection, emergency medical services, and disaster response within the city and county of San Francisco, California.
  • D. Oakland Fire Department
    The Oakland Fire Department is the municipal agency responsible for providing fire suppression, emergency medical services, and disaster response throughout the city of Oakland, California.
  • E. 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.
  • 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: Berkeley Fire Department
Triple: [Berkeley, Missouri, hasFireDepartment, Berkeley Fire Department]
Generated description
The Berkeley Fire Department is the municipal agency responsible for providing fire protection, emergency medical response, and related public safety services to the city of Berkeley, Missouri.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Berkeley Fire Department
Target entity description: The Berkeley Fire Department is the municipal agency responsible for providing fire protection, emergency medical response, and related public safety services to the city of Berkeley, Missouri.
  • A. 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.
  • B. 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.
  • C. San Francisco Fire Department
    The San Francisco Fire Department is the municipal agency responsible for fire protection, emergency medical services, and disaster response within the city and county of San Francisco, California.
  • D. Oakland Fire Department
    The Oakland Fire Department is the municipal agency responsible for providing fire suppression, emergency medical services, and disaster response throughout the city of Oakland, California.
  • E. 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.
  • 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_69d822dcc6248190bed689984bceb0e2 completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69deb3f49d58819094fcd2a702e146cb completed April 14, 2026, 9:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd8acc788081909c41905785fa9a29 completed May 8, 2026, 7:03 a.m.
NEDg Description generation batch_69fd8be7d8988190807d4db477b91de0 completed May 8, 2026, 7:08 a.m.
NED2 Entity disambiguation (via description) batch_69fd8d4f2e848190a3c4c423c0ffed50 completed May 8, 2026, 7:14 a.m.
Created at: April 10, 2026, 1:24 a.m.