Triple

T5305400
Position Surface form Disambiguated ID Type / Status
Subject North Berkeley E120088 entity
Predicate fireServiceBy P63388 FINISHED
Object 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.
E510891 NE FINISHED

How this triple was built (5 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: [North Berkeley, fireServiceBy, Berkeley Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Berkeley Fire Department
Context triple: [North Berkeley, fireServiceBy, Berkeley Fire Department]
  • A. 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.
  • B. 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.
  • C. San Francisco Fire Commission
    The San Francisco Fire Commission is a civilian oversight body that sets policy and provides governance for the San Francisco Fire Department and related emergency services.
  • D. Seattle Fire Department
    The Seattle Fire Department is the municipal fire and emergency services agency responsible for firefighting, rescue, and medical response throughout the city of Seattle, Washington.
  • E. Dallas Fire-Rescue Department
    The Dallas Fire-Rescue Department is the primary municipal agency responsible for fire protection, emergency medical services, and rescue operations in Dallas, Texas, and certain surrounding communities.
  • 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: [North Berkeley, fireServiceBy, Berkeley Fire Department]
Generated description
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.
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 services, and rescue operations throughout the city of Berkeley, California.
  • A. 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.
  • B. 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.
  • C. San Francisco Fire Commission
    The San Francisco Fire Commission is a civilian oversight body that sets policy and provides governance for the San Francisco Fire Department and related emergency services.
  • D. Seattle Fire Department
    The Seattle Fire Department is the municipal fire and emergency services agency responsible for firefighting, rescue, and medical response throughout the city of Seattle, Washington.
  • E. Dallas Fire-Rescue Department
    The Dallas Fire-Rescue Department is the primary municipal agency responsible for fire protection, emergency medical services, and rescue operations in Dallas, Texas, and certain surrounding communities.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: fireServiceBy
Context triple: [North Berkeley, fireServiceBy, Berkeley Fire Department]
  • A. fireType
    Indicates that one entity has a specific classification or category related to fire (e.g., type, kind, or nature of fire).
  • B. fireSymbolizes
    Indicates that the concept or element of fire is used to represent, signify, or stand for another idea, quality, or meaning in a symbolic way.
  • C. fireRescue
    Indicates a relationship where one entity performs or is responsible for rescuing people or property from fires or fire-related emergencies involving another entity.
  • D. fireCauseContext
    Indicates the contextual circumstances or conditions that contributed to causing a fire.
  • E. fires
    Indicates that an agent initiates the discharge or ignition of something, such as a weapon, engine, or explosive device, causing it to operate or go off.
  • F. None of above. chosen

Provenance (7 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_69bd44704be88190acdb2ac481b0ff55 completed March 20, 2026, 12:58 p.m.
NER Named-entity recognition batch_69bd86f20f008190be7b5848af05f2b8 completed March 20, 2026, 5:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf10f77b048190b8d3b39b900008d8 completed March 21, 2026, 9:43 p.m.
NEDg Description generation batch_69bf1186f1988190893e8d1af8623f6d completed March 21, 2026, 9:45 p.m.
NED2 Entity disambiguation (via description) batch_69bf1226ddd08190a39799fd0db58694 completed March 21, 2026, 9:48 p.m.
PD Predicate disambiguation batch_69bd84534f9c8190bc19d4812060768d completed March 20, 2026, 5:30 p.m.
PDg Predicate description generation batch_69bd86f0cbfc8190b6665dd9b28d6345 completed March 20, 2026, 5:42 p.m.
Created at: March 20, 2026, 1:53 p.m.