Triple

T649165
Position Surface form Disambiguated ID Type / Status
Subject Los Angeles Municipal Code E11306 entity
Predicate isEnforcedBy P2864 FINISHED
Object Los Angeles Fire Department
The Los Angeles Fire Department is the city’s public safety agency responsible for fire protection, emergency medical services, and disaster response across Los Angeles.
 E81548 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 Angeles Fire Department | Statement: [Los Angeles Municipal Code, isEnforcedBy, Los Angeles Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Los Angeles Fire Department
Context triple: [Los Angeles Municipal Code, isEnforcedBy, Los Angeles Fire Department]
  • A. Los Angeles County Fire Department
    The Los Angeles County Fire Department is a major public safety agency that provides fire protection, emergency medical services, and rescue operations across numerous communities throughout Los Angeles County.
  • B. 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.
  • C. 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.
  • D. Chicago Fire Department
    The Chicago Fire Department is the municipal agency responsible for fire suppression, emergency medical services, and rescue operations throughout the city of Chicago.
  • E. Los Angeles Police Department
    The Los Angeles Police Department is the primary law enforcement agency for the city of Los Angeles, responsible for maintaining public safety, investigating crimes, and enforcing local and state laws.
  • 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 Angeles Fire Department
Triple: [Los Angeles Municipal Code, isEnforcedBy, Los Angeles Fire Department]
Generated description
The Los Angeles Fire Department is the city’s public safety agency responsible for fire protection, emergency medical services, and disaster response across Los Angeles.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Los Angeles Fire Department
Target entity description: The Los Angeles Fire Department is the city’s public safety agency responsible for fire protection, emergency medical services, and disaster response across Los Angeles.
  • A. Los Angeles County Fire Department
    The Los Angeles County Fire Department is a major public safety agency that provides fire protection, emergency medical services, and rescue operations across numerous communities throughout Los Angeles County.
  • B. 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.
  • C. 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.
  • D. Chicago Fire Department
    The Chicago Fire Department is the municipal agency responsible for fire suppression, emergency medical services, and rescue operations throughout the city of Chicago.
  • E. Los Angeles Police Department
    The Los Angeles Police Department is the primary law enforcement agency for the city of Los Angeles, responsible for maintaining public safety, investigating crimes, and enforcing local and state laws.
  • 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_69a493266a2881909daf4c40f719dee8 completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a49f31e70c81909a2ac1d939f7ec07 completed March 1, 2026, 8:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69a58a716de88190854e13fb5143b9b3 completed March 2, 2026, 1:02 p.m.
NEDg Description generation batch_69a58f0211cc81908da2813dd0c01be7 completed March 2, 2026, 1:22 p.m.
NED2 Entity disambiguation (via description) batch_69a58f58dfa88190a29ba56270267d05 completed March 2, 2026, 1:23 p.m.
Created at: March 1, 2026, 7:36 p.m.