Triple

T10727268
Position Surface form Disambiguated ID Type / Status
Subject City of Berkeley government E252981 entity
Predicate hasDepartment P35 FINISHED
Object Berkeley Planning and Development Department E56785 NE FINISHED

How this triple was built (2 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 Planning and Development Department | Statement: [City of Berkeley government, hasDepartment, Berkeley Planning and Development Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Berkeley Planning and Development Department
Context triple: [City of Berkeley government, hasDepartment, Berkeley Planning and Development Department]
  • A. City of Berkeley Planning Department chosen
    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. San Francisco Planning Department
    The San Francisco Planning Department is the city agency responsible for guiding land use, urban design, and long-range planning to shape San Francisco’s physical development.
  • C. 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.
  • D. 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.
  • E. West Berkeley Plan
    The West Berkeley Plan is a comprehensive land-use and development policy framework guiding the preservation of industry, arts, and mixed-use neighborhoods in Berkeley’s West Berkeley area.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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.
Created at: April 8, 2026, 9:14 p.m.