Triple

T4463681
Position Surface form Disambiguated ID Type / Status
Subject Beverly Hills Police Department E98320 entity
Predicate follows P134 FINISHED
Object Beverly Hills Municipal Code
The Beverly Hills Municipal Code is the body of local laws and regulations governing the City of Beverly Hills, California, including its public safety, zoning, and municipal operations.
 E441427 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: Beverly Hills Municipal Code | Statement: [Beverly Hills Police Department, follows, Beverly Hills Municipal Code]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Beverly Hills Municipal Code
Context triple: [Beverly Hills Police Department, follows, Beverly Hills Municipal Code]
  • A. Los Angeles Municipal Code
    The Los Angeles Municipal Code is the comprehensive collection of local laws and regulations governing activities, land use, public safety, and conduct within the City of Los Angeles.
  • B. Los Angeles Residential Code
    The Los Angeles Residential Code is the city’s specialized building code that sets design, construction, safety, and habitability standards for one- and two-family dwellings and townhouses within Los Angeles.
  • C. Los Angeles City Charter
    The Los Angeles City Charter is the foundational governing document that defines the structure, powers, and responsibilities of the City of Los Angeles’s municipal government.
  • D. Beverly Hills City Council
    The Beverly Hills City Council is the elected legislative and policy-making body that oversees municipal governance and services in Beverly Hills, California.
  • E. 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.
  • 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: Beverly Hills Municipal Code
Triple: [Beverly Hills Police Department, follows, Beverly Hills Municipal Code]
Generated description
The Beverly Hills Municipal Code is the body of local laws and regulations governing the City of Beverly Hills, California, including its public safety, zoning, and municipal operations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Beverly Hills Municipal Code
Target entity description: The Beverly Hills Municipal Code is the body of local laws and regulations governing the City of Beverly Hills, California, including its public safety, zoning, and municipal operations.
  • A. Los Angeles Municipal Code
    The Los Angeles Municipal Code is the comprehensive collection of local laws and regulations governing activities, land use, public safety, and conduct within the City of Los Angeles.
  • B. Los Angeles Residential Code
    The Los Angeles Residential Code is the city’s specialized building code that sets design, construction, safety, and habitability standards for one- and two-family dwellings and townhouses within Los Angeles.
  • C. Los Angeles City Charter
    The Los Angeles City Charter is the foundational governing document that defines the structure, powers, and responsibilities of the City of Los Angeles’s municipal government.
  • D. Beverly Hills City Council
    The Beverly Hills City Council is the elected legislative and policy-making body that oversees municipal governance and services in Beverly Hills, California.
  • E. 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.
  • 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_69b3454a7c608190944f5455c8031d73 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b3567913788190ac4f28fbe63a4fa9 completed March 13, 2026, 12:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69b6285164b081908f144e74ae3a1be8 completed March 15, 2026, 3:32 a.m.
NEDg Description generation batch_69b62954b77c8190968f844514656415 completed March 15, 2026, 3:36 a.m.
NED2 Entity disambiguation (via description) batch_69b62a0cd92c8190a9eee2a9d73fb679 completed March 15, 2026, 3:39 a.m.
Created at: March 12, 2026, 11:34 p.m.