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.