Triple

T20757708
Position Surface form Disambiguated ID Type / Status
Subject Berkeley Police Department E510890 entity
Predicate hasLegalAuthority P2231 FINISHED
Object Berkeley municipal code
The Berkeley municipal code is the body of local laws and regulations governing the City of Berkeley, California, including public safety, land use, and municipal operations.
 E1448231 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 municipal code | Statement: [Berkeley Police Department, hasLegalAuthority, Berkeley municipal code]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Berkeley municipal code
Context triple: [Berkeley Police Department, hasLegalAuthority, Berkeley municipal code]
  • A. San Francisco Municipal Code
    The San Francisco Municipal Code is the comprehensive collection of local laws and regulations governing the City and County of San Francisco.
  • B. San Francisco Administrative Code
    The San Francisco Administrative Code is the body of local laws and regulations that organizes and governs the structure, procedures, and operations of San Francisco’s city government and its agencies.
  • C. Berkeley City Charter
    The Berkeley City Charter is the foundational legal document that establishes and governs the structure, powers, and operations of the municipal government of Berkeley, California.
  • D. Oakland Municipal Code
    The Oakland Municipal Code is the comprehensive collection of local laws and regulations governing the City of Oakland, California.
  • E. San Francisco Planning Code
    The San Francisco Planning Code is the body of municipal land use and zoning regulations that governs how property can be developed, preserved, and used throughout the City and County of 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 municipal code
Triple: [Berkeley Police Department, hasLegalAuthority, Berkeley municipal code]
Generated description
The Berkeley municipal code is the body of local laws and regulations governing the City of Berkeley, California, including public safety, land use, and municipal operations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Berkeley municipal code
Target entity description: The Berkeley municipal code is the body of local laws and regulations governing the City of Berkeley, California, including public safety, land use, and municipal operations.
  • A. San Francisco Municipal Code
    The San Francisco Municipal Code is the comprehensive collection of local laws and regulations governing the City and County of San Francisco.
  • B. San Francisco Administrative Code
    The San Francisco Administrative Code is the body of local laws and regulations that organizes and governs the structure, procedures, and operations of San Francisco’s city government and its agencies.
  • C. Berkeley City Charter
    The Berkeley City Charter is the foundational legal document that establishes and governs the structure, powers, and operations of the municipal government of Berkeley, California.
  • D. Oakland Municipal Code
    The Oakland Municipal Code is the comprehensive collection of local laws and regulations governing the City of Oakland, California.
  • E. San Francisco Planning Code
    The San Francisco Planning Code is the body of municipal land use and zoning regulations that governs how property can be developed, preserved, and used throughout the City and County of 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_69e0b4c909ec8190b05987f1639513f6 completed April 16, 2026, 10:07 a.m.
NER Named-entity recognition batch_69e6c23113c88190a567c3a098cf7552 completed April 21, 2026, 12:17 a.m.
NED1 Entity disambiguation (via context triple) batch_6a08e84a82308190b3c146c79549dba4 completed May 16, 2026, 9:57 p.m.
NEDg Description generation batch_6a08e8df60c88190803590abd75b3e43 completed May 16, 2026, 9:59 p.m.
NED2 Entity disambiguation (via description) batch_6a08e95f05088190b5934f067c5dd7b7 completed May 16, 2026, 10:02 p.m.
Created at: April 16, 2026, 12:35 p.m.