Triple

T10227038

Position	Surface form	Disambiguated ID	Type / Status
Subject	City of Sherman	`E243231`	entity
Predicate	hasDepartment	`P35`	FINISHED
Object	Public Works Department of Sherman The Public Works Department of Sherman is the municipal agency responsible for maintaining and improving the city’s infrastructure, including streets, utilities, and related public facilities.	`E852898`	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: Public Works Department of Sherman | Statement: [City of Sherman, hasDepartment, Public Works Department of Sherman]

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

Target entity: Public Works Department of Sherman
Context triple: [City of Sherman, hasDepartment, Public Works Department of Sherman]

A. 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.
B. Detroit Department of Public Works
The Detroit Department of Public Works is the city agency responsible for managing Detroit’s infrastructure services, including streets, sanitation, and related public works operations.
C. Department of Public Works
The Department of Public Works is a local government agency responsible for planning, building, and maintaining public infrastructure and services such as roads, facilities, and environmental management within Prince William County.
D. Oakland Public Works Department
The Oakland Public Works Department is the municipal agency responsible for building, maintaining, and improving the City of Oakland’s public infrastructure, facilities, and related services.
E. 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.
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: Public Works Department of Sherman
Triple: [City of Sherman, hasDepartment, Public Works Department of Sherman]

Generated description

The Public Works Department of Sherman is the municipal agency responsible for maintaining and improving the city’s infrastructure, including streets, utilities, and related public facilities.

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

Target entity: Public Works Department of Sherman
Target entity description: The Public Works Department of Sherman is the municipal agency responsible for maintaining and improving the city’s infrastructure, including streets, utilities, and related public facilities.

A. 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.
B. Detroit Department of Public Works
The Detroit Department of Public Works is the city agency responsible for managing Detroit’s infrastructure services, including streets, sanitation, and related public works operations.
C. Department of Public Works
The Department of Public Works is a local government agency responsible for planning, building, and maintaining public infrastructure and services such as roads, facilities, and environmental management within Prince William County.
D. Oakland Public Works Department
The Oakland Public Works Department is the municipal agency responsible for building, maintaining, and improving the City of Oakland’s public infrastructure, facilities, and related services.
E. 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.
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_69d381b0f97c819085c9b45799a5fb7c`	completed	April 6, 2026, 9:49 a.m.
NER	Named-entity recognition	`batch_69d4d1fa98a48190a5caf6b6003bc14c`	completed	April 7, 2026, 9:44 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69d6f71fb4048190a36f1fe499729332`	completed	April 9, 2026, 12:47 a.m.
NEDg	Description generation	`batch_69d6fcaa16788190a4c7ef79a78febc6`	completed	April 9, 2026, 1:11 a.m.
NED2	Entity disambiguation (via description)	`batch_69d6fd6d705c81908e469068937a79b3`	completed	April 9, 2026, 1:14 a.m.

Created at: April 6, 2026, 11:17 a.m.