Triple
T10727270
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | City of Berkeley government |
E252981
|
entity |
| Predicate | hasDepartment |
P35
|
FINISHED |
| Object |
Berkeley Finance Department
The Berkeley Finance Department is the municipal agency responsible for managing the City of Berkeley’s financial operations, including budgeting, revenue collection, and fiscal reporting.
|
E883150
|
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 Finance Department | Statement: [City of Berkeley government, hasDepartment, Berkeley Finance Department]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Berkeley Finance Department Context triple: [City of Berkeley government, hasDepartment, Berkeley Finance Department]
-
A.
Registrar’s Office of UC Berkeley
The Registrar’s Office of UC Berkeley is the administrative department responsible for managing student records, course enrollment, academic scheduling, and related registration services for the university.
-
B.
Office of Financial Aid and Scholarships of UC Berkeley
The Office of Financial Aid and Scholarships of UC Berkeley is the campus unit that administers and advises on student financial aid, including grants, loans, work-study, and scholarships, to help students fund their education.
-
C.
Department of Economics, University of California, Berkeley
The Department of Economics at the University of California, Berkeley is a leading academic center for economic research and education, renowned for its influential faculty, rigorous programs, and significant contributions to economic theory and policy.
-
D.
Office of the Chief Financial Officer of Stanford University
The Office of the Chief Financial Officer of Stanford University is the central administrative unit responsible for overseeing the university’s financial strategy, planning, and stewardship of fiscal resources.
-
E.
UC Berkeley Graduate Division
UC Berkeley Graduate Division is the central administrative unit that oversees graduate education, policies, and degree programs across the University of California, Berkeley.
- 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 Finance Department Triple: [City of Berkeley government, hasDepartment, Berkeley Finance Department]
Generated description
The Berkeley Finance Department is the municipal agency responsible for managing the City of Berkeley’s financial operations, including budgeting, revenue collection, and fiscal reporting.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Berkeley Finance Department Target entity description: The Berkeley Finance Department is the municipal agency responsible for managing the City of Berkeley’s financial operations, including budgeting, revenue collection, and fiscal reporting.
-
A.
Registrar’s Office of UC Berkeley
The Registrar’s Office of UC Berkeley is the administrative department responsible for managing student records, course enrollment, academic scheduling, and related registration services for the university.
-
B.
Office of Financial Aid and Scholarships of UC Berkeley
The Office of Financial Aid and Scholarships of UC Berkeley is the campus unit that administers and advises on student financial aid, including grants, loans, work-study, and scholarships, to help students fund their education.
-
C.
Department of Economics, University of California, Berkeley
The Department of Economics at the University of California, Berkeley is a leading academic center for economic research and education, renowned for its influential faculty, rigorous programs, and significant contributions to economic theory and policy.
-
D.
Office of the Chief Financial Officer of Stanford University
The Office of the Chief Financial Officer of Stanford University is the central administrative unit responsible for overseeing the university’s financial strategy, planning, and stewardship of fiscal resources.
-
E.
UC Berkeley Graduate Division
UC Berkeley Graduate Division is the central administrative unit that oversees graduate education, policies, and degree programs across the University of California, Berkeley.
- 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.