Triple

T2088056

Position	Surface form	Disambiguated ID	Type / Status
Subject	Government of the City of Los Angeles	`E32600`	entity
Predicate	hasAgency	`P3933`	FINISHED
Object	Los Angeles Housing Department The Los Angeles Housing Department is the municipal agency responsible for overseeing housing policy, affordability programs, and housing code enforcement within the City of Los Angeles.	`E232473`	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: Los Angeles Housing Department | Statement: [Government of the City of Los Angeles, hasAgency, Los Angeles Housing Department]

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

Target entity: Los Angeles Housing Department
Context triple: [Government of the City of Los Angeles, hasAgency, Los Angeles Housing Department]

A. Los Angeles Department of City Planning
The Los Angeles Department of City Planning is the municipal agency responsible for guiding land use, development, and long-term urban planning policy for the City of Los Angeles.
B. Los Angeles Department of Building and Safety
The Los Angeles Department of Building and Safety is a city agency responsible for regulating building construction, enforcing safety and zoning standards, and issuing related permits and inspections within Los Angeles.
C. Government of the City of Los Angeles
The Government of the City of Los Angeles is the municipal administration responsible for governing Los Angeles, California, through its executive, legislative, and other city agencies and offices.
D. California Department of Housing and Community Development
The California Department of Housing and Community Development is a state agency responsible for promoting affordable housing, overseeing housing policy, and supporting community development initiatives across California.
E. Los Angeles Cultural Heritage Commission
The Los Angeles Cultural Heritage Commission is a city-appointed body that identifies, designates, and oversees the preservation of historic and culturally significant landmarks within Los Angeles.
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: Los Angeles Housing Department
Triple: [Government of the City of Los Angeles, hasAgency, Los Angeles Housing Department]

Generated description

The Los Angeles Housing Department is the municipal agency responsible for overseeing housing policy, affordability programs, and housing code enforcement within the City of Los Angeles.

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

Target entity: Los Angeles Housing Department
Target entity description: The Los Angeles Housing Department is the municipal agency responsible for overseeing housing policy, affordability programs, and housing code enforcement within the City of Los Angeles.

A. Los Angeles Department of City Planning
The Los Angeles Department of City Planning is the municipal agency responsible for guiding land use, development, and long-term urban planning policy for the City of Los Angeles.
B. Los Angeles Department of Building and Safety
The Los Angeles Department of Building and Safety is a city agency responsible for regulating building construction, enforcing safety and zoning standards, and issuing related permits and inspections within Los Angeles.
C. Government of the City of Los Angeles
The Government of the City of Los Angeles is the municipal administration responsible for governing Los Angeles, California, through its executive, legislative, and other city agencies and offices.
D. California Department of Housing and Community Development
The California Department of Housing and Community Development is a state agency responsible for promoting affordable housing, overseeing housing policy, and supporting community development initiatives across California.
E. Los Angeles Cultural Heritage Commission
The Los Angeles Cultural Heritage Commission is a city-appointed body that identifies, designates, and oversees the preservation of historic and culturally significant landmarks within Los Angeles.
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_69a885eba0708190999696a45cbec816`	completed	March 4, 2026, 7:20 p.m.
NER	Named-entity recognition	`batch_69abba712388819091d68a4bb99f6b17`	completed	March 7, 2026, 5:41 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69ae2742834c8190ad9be71128959e0c`	completed	March 9, 2026, 1:49 a.m.
NEDg	Description generation	`batch_69ae2bd9c41c819089f65019e2fb93ad`	completed	March 9, 2026, 2:09 a.m.
NED2	Entity disambiguation (via description)	`batch_69ae2c61c3e08190a0ab44db0af9eb55`	completed	March 9, 2026, 2:11 a.m.

Created at: March 4, 2026, 7:43 p.m.