Triple

T794955
Position Surface form Disambiguated ID Type / Status
Subject Twentynine Palms, California E16996 entity
Predicate fireProtection P8978 FINISHED
Object San Bernardino County Fire Protection District
The San Bernardino County Fire Protection District is a regional fire and emergency services agency responsible for providing fire suppression, rescue, and emergency medical response across much of San Bernardino County in California.
E95673 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: San Bernardino County Fire Protection District | Statement: [Twentynine Palms, California, fireProtection, San Bernardino County Fire Protection District]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: San Bernardino County Fire Protection District
Context triple: [Twentynine Palms, California, fireProtection, San Bernardino County Fire Protection District]
  • A. San Bernardino County Sheriff’s Department
    The San Bernardino County Sheriff’s Department is the county-level law enforcement agency responsible for policing unincorporated areas and contracted cities throughout San Bernardino County, California.
  • B. 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.
  • C. San Bernardino County
    San Bernardino County is a large county in Southern California known for its vast desert landscapes, portions of the Mojave Desert, and rapidly growing urban and suburban communities.
  • D. San Bernardino
    San Bernardino is a major inland city in Southern California known as a regional transportation hub and gateway to the Inland Empire.
  • 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: San Bernardino County Fire Protection District
Triple: [Twentynine Palms, California, fireProtection, San Bernardino County Fire Protection District]
Generated description
The San Bernardino County Fire Protection District is a regional fire and emergency services agency responsible for providing fire suppression, rescue, and emergency medical response across much of San Bernardino County in California.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: San Bernardino County Fire Protection District
Target entity description: The San Bernardino County Fire Protection District is a regional fire and emergency services agency responsible for providing fire suppression, rescue, and emergency medical response across much of San Bernardino County in California.
  • A. San Bernardino County Sheriff’s Department
    The San Bernardino County Sheriff’s Department is the county-level law enforcement agency responsible for policing unincorporated areas and contracted cities throughout San Bernardino County, California.
  • B. 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.
  • C. San Bernardino County
    San Bernardino County is a large county in Southern California known for its vast desert landscapes, portions of the Mojave Desert, and rapidly growing urban and suburban communities.
  • D. San Bernardino
    San Bernardino is a major inland city in Southern California known as a regional transportation hub and gateway to the Inland Empire.
  • 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

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_69a4936cb7448190914f5fe4b8d81607 completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4a7b04cd8819092e2fd7ba4df8672 completed March 1, 2026, 8:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69a689227bfc8190a4378f0093dca7ef completed March 3, 2026, 7:09 a.m.
NEDg Description generation batch_69a689c9974c819082082cd83fe46cbc completed March 3, 2026, 7:12 a.m.
NED2 Entity disambiguation (via description) batch_69a6d763a7848190ba4d5266d581acdb completed March 3, 2026, 12:43 p.m.
Created at: March 1, 2026, 7:38 p.m.