Triple

T2088268
Position Surface form Disambiguated ID Type / Status
Subject Oakland City Council E32605 entity
Predicate uses P98 FINISHED
Object Oakland Municipal Code
The Oakland Municipal Code is the comprehensive collection of local laws and regulations governing the City of Oakland, California.
 E232478 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: Oakland Municipal Code | Statement: [Oakland City Council, uses, Oakland Municipal Code]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Oakland Municipal Code
Context triple: [Oakland City Council, uses, Oakland Municipal Code]
  • A. Portland City Code
    Portland City Code is the compilation of municipal laws and regulations that govern the City of Portland, Oregon.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. Portland City Charter
    The Portland City Charter is the foundational legal document that establishes the structure, powers, and governing framework of the City of Portland’s municipal government.
  • 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: Oakland Municipal Code
Triple: [Oakland City Council, uses, Oakland Municipal Code]
Generated description
The Oakland Municipal Code is the comprehensive collection of local laws and regulations governing the City of Oakland, California.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Oakland Municipal Code
Target entity description: The Oakland Municipal Code is the comprehensive collection of local laws and regulations governing the City of Oakland, California.
  • A. Portland City Code
    Portland City Code is the compilation of municipal laws and regulations that govern the City of Portland, Oregon.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. Portland City Charter
    The Portland City Charter is the foundational legal document that establishes the structure, powers, and governing framework of the City of Portland’s municipal government.
  • 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_69a885eba0708190999696a45cbec816 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69abba712388819091d68a4bb99f6b17 completed March 7, 2026, 5:41 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae2742834c8190ad9be71128959e0c completed March 9, 2026, 1:49 a.m.
NEDg Description generation batch_69ae2bd9c41c819089f65019e2fb93ad completed March 9, 2026, 2:09 a.m.
NED2 Entity disambiguation (via description) batch_69ae2c61c3e08190a0ab44db0af9eb55 completed March 9, 2026, 2:11 a.m.
Created at: March 4, 2026, 7:43 p.m.