Triple

T10727267
Position Surface form Disambiguated ID Type / Status
Subject City of Berkeley government E252981 entity
Predicate hasDepartment P35 FINISHED
Object Berkeley Health, Housing and Community Services Department
The Berkeley Health, Housing and Community Services Department is a municipal agency that delivers public health, housing assistance, and social services to support the well-being of Berkeley residents.
E883148 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: Berkeley Health, Housing and Community Services Department | Statement: [City of Berkeley government, hasDepartment, Berkeley Health, Housing and Community Services Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Berkeley Health, Housing and Community Services Department
Context triple: [City of Berkeley government, hasDepartment, Berkeley Health, Housing and Community Services Department]
  • A. City of Berkeley Planning Department
    The City of Berkeley Planning Department is the municipal agency responsible for overseeing land use, development, and historic preservation, including the administration of the city’s landmark program.
  • B. Berkeley Police Department
    The Berkeley Police Department is the municipal law enforcement agency responsible for public safety and crime prevention in the city of Berkeley, California.
  • C. City of Berkeley government
    The City of Berkeley government is the municipal authority responsible for administering public services, local laws, and community planning for Berkeley, California.
  • D. 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.
  • E. San Francisco Department of Homelessness and Supportive Housing
    The San Francisco Department of Homelessness and Supportive Housing is a city agency responsible for coordinating and delivering services, housing, and support programs for people experiencing or at risk of homelessness in San Francisco.
  • 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: Berkeley Health, Housing and Community Services Department
Triple: [City of Berkeley government, hasDepartment, Berkeley Health, Housing and Community Services Department]
Generated description
The Berkeley Health, Housing and Community Services Department is a municipal agency that delivers public health, housing assistance, and social services to support the well-being of Berkeley residents.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Berkeley Health, Housing and Community Services Department
Target entity description: The Berkeley Health, Housing and Community Services Department is a municipal agency that delivers public health, housing assistance, and social services to support the well-being of Berkeley residents.
  • A. City of Berkeley Planning Department
    The City of Berkeley Planning Department is the municipal agency responsible for overseeing land use, development, and historic preservation, including the administration of the city’s landmark program.
  • B. Berkeley Police Department
    The Berkeley Police Department is the municipal law enforcement agency responsible for public safety and crime prevention in the city of Berkeley, California.
  • C. City of Berkeley government
    The City of Berkeley government is the municipal authority responsible for administering public services, local laws, and community planning for Berkeley, California.
  • D. 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.
  • E. San Francisco Department of Homelessness and Supportive Housing
    The San Francisco Department of Homelessness and Supportive Housing is a city agency responsible for coordinating and delivering services, housing, and support programs for people experiencing or at risk of homelessness in San Francisco.
  • 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_69d6aa5d8be481909a43218b2bfdbe95 completed April 8, 2026, 7:19 p.m.
NER Named-entity recognition batch_69d70fc7cc1c8190b4a1dcadf8563b20 completed April 9, 2026, 2:32 a.m.
NED1 Entity disambiguation (via context triple) batch_69de2297f7a48190b194f7e611d0682b completed April 14, 2026, 11:18 a.m.
NEDg Description generation batch_69de25d25474819081402b75ef7492f6 completed April 14, 2026, 11:32 a.m.
NED2 Entity disambiguation (via description) batch_69de2808244c8190bdb2d4d49f30e0d7 completed April 14, 2026, 11:42 a.m.
Created at: April 8, 2026, 9:14 p.m.