Triple

T9626484

Position	Surface form	Disambiguated ID	Type / Status
Subject	Government of the City of Oakland	`E232477`	entity
Predicate	hasPart	`P35`	FINISHED
Object	Oakland Human Services Department The Oakland Human Services Department is a municipal agency that delivers social and community support programs to improve the well-being of residents in Oakland, California.	`E811374`	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: Oakland Human Services Department | Statement: [Government of the City of Oakland, hasPart, Oakland Human Services Department]

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

Target entity: Oakland Human Services Department
Context triple: [Government of the City of Oakland, hasPart, Oakland Human Services Department]

A. 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.
B. Oakland Housing and Community Development Department
The Oakland Housing and Community Development Department is a municipal agency responsible for planning, funding, and implementing programs to expand and preserve affordable housing and support community development in Oakland, California.
C. Government of the City of Oakland
The Government of the City of Oakland is the municipal administration responsible for providing local services, enforcing city laws, and overseeing public policy and development within Oakland, California.
D. Historic Oakland Foundation
Historic Oakland Foundation is a nonprofit organization dedicated to preserving, restoring, and promoting Atlanta’s historic Oakland Cemetery as a cultural, historical, and educational resource.
E. Oakland Finance Department
The Oakland Finance Department is the municipal agency responsible for managing the City of Oakland’s financial operations, including budgeting, revenue collection, and fiscal reporting.
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: Oakland Human Services Department
Triple: [Government of the City of Oakland, hasPart, Oakland Human Services Department]

Generated description

The Oakland Human Services Department is a municipal agency that delivers social and community support programs to improve the well-being of residents in Oakland, California.

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

Target entity: Oakland Human Services Department
Target entity description: The Oakland Human Services Department is a municipal agency that delivers social and community support programs to improve the well-being of residents in Oakland, California.

A. 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.
B. Oakland Housing and Community Development Department
The Oakland Housing and Community Development Department is a municipal agency responsible for planning, funding, and implementing programs to expand and preserve affordable housing and support community development in Oakland, California.
C. Government of the City of Oakland
The Government of the City of Oakland is the municipal administration responsible for providing local services, enforcing city laws, and overseeing public policy and development within Oakland, California.
D. Historic Oakland Foundation
Historic Oakland Foundation is a nonprofit organization dedicated to preserving, restoring, and promoting Atlanta’s historic Oakland Cemetery as a cultural, historical, and educational resource.
E. Oakland Finance Department
The Oakland Finance Department is the municipal agency responsible for managing the City of Oakland’s financial operations, including budgeting, revenue collection, and fiscal reporting.
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_69ca848793ec8190a93a12383a754dc0`	completed	March 30, 2026, 2:11 p.m.
NER	Named-entity recognition	`batch_69cd9afc9144819084b208c3d04174ba`	completed	April 1, 2026, 10:23 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69d182291c34819099f3f43769849c5d`	completed	April 4, 2026, 9:27 p.m.
NEDg	Description generation	`batch_69d182cb723881909f29b6a875e99da1`	completed	April 4, 2026, 9:29 p.m.
NED2	Entity disambiguation (via description)	`batch_69d1833692788190990ad426b6502488`	completed	April 4, 2026, 9:31 p.m.

Created at: March 30, 2026, 8:10 p.m.