Triple

T13386529

Position	Surface form	Disambiguated ID	Type / Status
Subject	Imperial County government	`E319458`	entity
Predicate	hasSubdivision	`P747`	FINISHED
Object	Imperial County Public Works Department The Imperial County Public Works Department is the local government agency responsible for planning, building, and maintaining public infrastructure and services throughout Imperial County, California.	`E319458`	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: Imperial County Public Works Department | Statement: [Imperial County government, hasSubdivision, Imperial County Public Works Department]

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

Target entity: Imperial County Public Works Department
Context triple: [Imperial County government, hasSubdivision, Imperial County Public Works Department]

A. Imperial County government
The Imperial County government is the local administrative authority responsible for providing public services, infrastructure, and governance across Imperial County in southeastern California.
B. San Diego County Department of Public Works
The San Diego County Department of Public Works is the county agency responsible for planning, building, operating, and maintaining public infrastructure and related services throughout San Diego County.
C. Placer County Public Works Department
The Placer County Public Works Department is the county agency responsible for planning, building, and maintaining Placer County’s transportation, road, and related public infrastructure systems.
D. Los Angeles County Department of Public Works
The Los Angeles County Department of Public Works is the county’s primary public infrastructure agency, responsible for services such as road maintenance, flood control, water resources, and other essential public works across Los Angeles County.
E. Kern County public works
Kern County public works is the county government department responsible for planning, building, and maintaining Kern County’s public infrastructure and related services.
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: Imperial County Public Works Department
Triple: [Imperial County government, hasSubdivision, Imperial County Public Works Department]

Generated description

The Imperial County Public Works Department is the local government agency responsible for planning, building, and maintaining public infrastructure and services throughout Imperial County, California.

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

Target entity: Imperial County Public Works Department
Target entity description: The Imperial County Public Works Department is the local government agency responsible for planning, building, and maintaining public infrastructure and services throughout Imperial County, California.

A. Imperial County government chosen
The Imperial County government is the local administrative authority responsible for providing public services, infrastructure, and governance across Imperial County in southeastern California.
B. San Diego County Department of Public Works
The San Diego County Department of Public Works is the county agency responsible for planning, building, operating, and maintaining public infrastructure and related services throughout San Diego County.
C. Placer County Public Works Department
The Placer County Public Works Department is the county agency responsible for planning, building, and maintaining Placer County’s transportation, road, and related public infrastructure systems.
D. Los Angeles County Department of Public Works
The Los Angeles County Department of Public Works is the county’s primary public infrastructure agency, responsible for services such as road maintenance, flood control, water resources, and other essential public works across Los Angeles County.
E. Kern County public works
Kern County public works is the county government department responsible for planning, building, and maintaining Kern County’s public infrastructure and related services.
F. None of above.

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_69d806b886bc8190b676e7768b8e01c5`	completed	April 9, 2026, 8:06 p.m.
NER	Named-entity recognition	`batch_69dadce96d1881909957fdd068a7f55d`	completed	April 11, 2026, 11:44 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69f7268f9a908190843481dd313f5a11`	completed	May 3, 2026, 10:42 a.m.
NEDg	Description generation	`batch_69f7272115f4819092e4fa0fd7f130b5`	completed	May 3, 2026, 10:44 a.m.
NED2	Entity disambiguation (via description)	`batch_69f72992483c8190873ba7050ad9e6fa`	completed	May 3, 2026, 10:55 a.m.

Created at: April 9, 2026, 9:34 p.m.