Triple

T17705837

Position	Surface form	Disambiguated ID	Type / Status
Subject	Beverly Hills Municipal Code	`E441427`	entity
Predicate	enforcedBy	`P1115`	FINISHED
Object	Beverly Hills Code Enforcement Division The Beverly Hills Code Enforcement Division is a local government agency responsible for ensuring compliance with city codes and ordinances to maintain public safety, property standards, and community quality of life in Beverly Hills.	`E1283843`	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 Code Enforcement Division | Statement: [Beverly Hills Municipal Code, enforcedBy, Beverly Hills Code Enforcement Division]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Beverly Hills Code Enforcement Division
Context triple: [Beverly Hills Municipal Code, enforcedBy, Beverly Hills Code Enforcement Division]

A. 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.
B. Beverly Hills Public Works Department
The Beverly Hills Public Works Department is a municipal agency responsible for maintaining and improving the city’s infrastructure, including streets, utilities, and public facilities.
C. Beverly Hills Community Services Department
The Beverly Hills Community Services Department is a municipal agency that provides residents with recreational, cultural, and community programs and facilities within the City of Beverly Hills.
D. Beverly Hills Police Department
The Beverly Hills Police Department is the municipal law enforcement agency responsible for public safety and policing in the affluent city of Beverly Hills, California.
E. 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.
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 Code Enforcement Division
Triple: [Beverly Hills Municipal Code, enforcedBy, Beverly Hills Code Enforcement Division]

Generated description

The Beverly Hills Code Enforcement Division is a local government agency responsible for ensuring compliance with city codes and ordinances to maintain public safety, property standards, and community quality of life in Beverly Hills.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Beverly Hills Code Enforcement Division
Target entity description: The Beverly Hills Code Enforcement Division is a local government agency responsible for ensuring compliance with city codes and ordinances to maintain public safety, property standards, and community quality of life in Beverly Hills.

A. 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.
B. Beverly Hills Public Works Department
The Beverly Hills Public Works Department is a municipal agency responsible for maintaining and improving the city’s infrastructure, including streets, utilities, and public facilities.
C. Beverly Hills Community Services Department
The Beverly Hills Community Services Department is a municipal agency that provides residents with recreational, cultural, and community programs and facilities within the City of Beverly Hills.
D. Beverly Hills Police Department
The Beverly Hills Police Department is the municipal law enforcement agency responsible for public safety and policing in the affluent city of Beverly Hills, California.
E. 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.
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_69d8b9ea20b48190ace88bb46b01e6a9`	completed	April 10, 2026, 8:50 a.m.
NER	Named-entity recognition	`batch_69e47297359481909629c79220e58245`	completed	April 19, 2026, 6:13 a.m.
NED1	Entity disambiguation (via context triple)	`batch_6a023022e50881908a617d2f80e00956`	completed	May 11, 2026, 7:38 p.m.
NEDg	Description generation	`batch_6a0231b6005c8190a1d7aa10a61fa7b9`	completed	May 11, 2026, 7:44 p.m.
NED2	Entity disambiguation (via description)	`batch_6a023228e064819095b1d73d0fd2c3c2`	completed	May 11, 2026, 7:46 p.m.

Created at: April 10, 2026, 10:05 a.m.