Triple

T9708886

Position	Surface form	Disambiguated ID	Type / Status
Subject	Beaumont, California	`E234969`	entity
Predicate	hasPublicSafetyAgency	`P13246`	FINISHED
Object	Cal Fire / Riverside County Fire Department (serving as fire services) Cal Fire / Riverside County Fire Department is the regional fire protection and emergency response agency responsible for firefighting, rescue, and related services in parts of Riverside County, California.	`E816508`	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: Cal Fire / Riverside County Fire Department (serving as fire services) | Statement: [Beaumont, California, hasPublicSafetyAgency, Cal Fire / Riverside County Fire Department (serving as fire services)]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Cal Fire / Riverside County Fire Department (serving as fire services)
Context triple: [Beaumont, California, hasPublicSafetyAgency, Cal Fire / Riverside County Fire Department (serving as fire services)]

A. Ventura County Fire Department
The Ventura County Fire Department is a regional public safety agency that provides fire protection, emergency medical services, and disaster response throughout Ventura County, California.
B. 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.
C. San Diego Fire-Rescue Department
The San Diego Fire-Rescue Department is the municipal agency responsible for fire protection, emergency medical services, and rescue operations throughout the city of San Diego.
D. Yucaipa Fire Department
The Yucaipa Fire Department is the municipal fire and emergency response agency serving the city of Yucaipa in Southern California.
E. Murrieta Fire & Rescue
Murrieta Fire & Rescue is the municipal fire protection and emergency medical services agency serving the city of Murrieta, 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: Cal Fire / Riverside County Fire Department (serving as fire services)
Triple: [Beaumont, California, hasPublicSafetyAgency, Cal Fire / Riverside County Fire Department (serving as fire services)]

Generated description

Cal Fire / Riverside County Fire Department is the regional fire protection and emergency response agency responsible for firefighting, rescue, and related services in parts of Riverside County, California.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Cal Fire / Riverside County Fire Department (serving as fire services)
Target entity description: Cal Fire / Riverside County Fire Department is the regional fire protection and emergency response agency responsible for firefighting, rescue, and related services in parts of Riverside County, California.

A. Ventura County Fire Department
The Ventura County Fire Department is a regional public safety agency that provides fire protection, emergency medical services, and disaster response throughout Ventura County, California.
B. 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.
C. San Diego Fire-Rescue Department
The San Diego Fire-Rescue Department is the municipal agency responsible for fire protection, emergency medical services, and rescue operations throughout the city of San Diego.
D. Yucaipa Fire Department
The Yucaipa Fire Department is the municipal fire and emergency response agency serving the city of Yucaipa in Southern California.
E. Murrieta Fire & Rescue
Murrieta Fire & Rescue is the municipal fire protection and emergency medical services agency serving the city of Murrieta, 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_69ca84cc78808190a56f3402b7c139a7`	completed	March 30, 2026, 2:12 p.m.
NER	Named-entity recognition	`batch_69cd9da7c6188190b086f7e411378268`	completed	April 1, 2026, 10:35 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69d19f8476e08190865700679069dee6`	completed	April 4, 2026, 11:32 p.m.
NEDg	Description generation	`batch_69d1a0e096648190b4babe3feb77dae7`	completed	April 4, 2026, 11:38 p.m.
NED2	Entity disambiguation (via description)	`batch_69d1a184af3081908ce2932218244e7d`	completed	April 4, 2026, 11:40 p.m.

Created at: March 30, 2026, 8:19 p.m.