Triple
T10727272
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | City of Berkeley government |
E252981
|
entity |
| Predicate | hasDepartment |
P35
|
FINISHED |
| Object |
Berkeley City Manager’s Office
The Berkeley City Manager’s Office is the central administrative office that oversees day-to-day operations, implements City Council policies, and manages municipal services for the City of Berkeley.
|
E596565
|
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 City Manager’s Office | Statement: [City of Berkeley government, hasDepartment, Berkeley City Manager’s Office]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Berkeley City Manager’s Office Context triple: [City of Berkeley government, hasDepartment, Berkeley City Manager’s Office]
-
A.
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.
-
B.
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.
-
C.
City Manager of Berkeley
The City Manager of Berkeley is the chief administrative official responsible for implementing city policies, managing municipal operations, and advising the Berkeley City Council.
-
D.
Berkeley City Council
The Berkeley City Council is the elected legislative body responsible for setting policy, passing local laws, and overseeing the municipal government of Berkeley, California.
-
E.
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.
- 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 City Manager’s Office Triple: [City of Berkeley government, hasDepartment, Berkeley City Manager’s Office]
Generated description
The Berkeley City Manager’s Office is the central administrative office that oversees day-to-day operations, implements City Council policies, and manages municipal services for the City of Berkeley.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Berkeley City Manager’s Office Target entity description: The Berkeley City Manager’s Office is the central administrative office that oversees day-to-day operations, implements City Council policies, and manages municipal services for the City of Berkeley.
-
A.
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.
-
B.
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.
-
C.
City Manager of Berkeley
chosen
The City Manager of Berkeley is the chief administrative official responsible for implementing city policies, managing municipal operations, and advising the Berkeley City Council.
-
D.
Berkeley City Council
The Berkeley City Council is the elected legislative body responsible for setting policy, passing local laws, and overseeing the municipal government of Berkeley, California.
-
E.
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.
- F. None of above.
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.