Triple

T20757749
Position Surface form Disambiguated ID Type / Status
Subject Berkeley Fire Department E510891 entity
Predicate followsStandard P1587 FINISHED
Object California fire code
The California fire code is a statewide set of regulations governing fire safety, prevention, and building standards designed to protect life and property across California.
E1448232 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: California fire code | Statement: [Berkeley Fire Department, followsStandard, California fire code]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: California fire code
Context triple: [Berkeley Fire Department, followsStandard, California fire code]
  • A. California Mechanical Code
    The California Mechanical Code is a statewide building standard that regulates the design, installation, and maintenance of mechanical systems such as heating, ventilation, and air conditioning in California.
  • B. California Residential Code
    The California Residential Code is a statewide building code that sets minimum standards for the design, construction, and safety of one- and two-family dwellings and townhouses in California.
  • C. California Financial Code
    The California Financial Code is a body of state statutory law that regulates financial institutions and financial services activities within California.
  • D. California Code of Regulations
    The California Code of Regulations is the official compilation of administrative rules and regulations issued by California’s state agencies to implement and interpret state law.
  • E. California Codes
    California Codes are the comprehensive collection of codified laws that govern the state of California across various legal domains, including government, civil, penal, and other statutory areas.
  • 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: California fire code
Triple: [Berkeley Fire Department, followsStandard, California fire code]
Generated description
The California fire code is a statewide set of regulations governing fire safety, prevention, and building standards designed to protect life and property across California.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: California fire code
Target entity description: The California fire code is a statewide set of regulations governing fire safety, prevention, and building standards designed to protect life and property across California.
  • A. California Mechanical Code
    The California Mechanical Code is a statewide building standard that regulates the design, installation, and maintenance of mechanical systems such as heating, ventilation, and air conditioning in California.
  • B. California Residential Code
    The California Residential Code is a statewide building code that sets minimum standards for the design, construction, and safety of one- and two-family dwellings and townhouses in California.
  • C. California Financial Code
    The California Financial Code is a body of state statutory law that regulates financial institutions and financial services activities within California.
  • D. California Code of Regulations
    The California Code of Regulations is the official compilation of administrative rules and regulations issued by California’s state agencies to implement and interpret state law.
  • E. California Codes
    California Codes are the comprehensive collection of codified laws that govern the state of California across various legal domains, including government, civil, penal, and other statutory areas.
  • 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_69e6c2464fb08190b6b141ca12d9f3f4 completed April 21, 2026, 12:18 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.