Triple

T773170
Position Surface form Disambiguated ID Type / Status
Subject Government of San Francisco E16327 entity
Predicate hasAgency P3933 FINISHED
Object San Francisco Office of Economic and Workforce Development
The San Francisco Office of Economic and Workforce Development is a city agency that promotes job creation, supports local businesses, and coordinates workforce development programs to strengthen San Francisco’s economy.
E96958 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: San Francisco Office of Economic and Workforce Development | Statement: [Government of San Francisco, hasAgency, San Francisco Office of Economic and Workforce Development]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: San Francisco Office of Economic and Workforce Development
Context triple: [Government of San Francisco, hasAgency, San Francisco Office of Economic and Workforce Development]
  • A. San Francisco Human Services Agency
    The San Francisco Human Services Agency is the city and county’s primary public agency responsible for delivering social services and safety net programs to low-income, vulnerable, and at-risk residents.
  • B. Government of San Francisco
    The Government of San Francisco is the consolidated city-county administration that manages local legislative, executive, and municipal services for San Francisco, California.
  • C. San Francisco Planning Department
    The San Francisco Planning Department is the city agency responsible for guiding land use, urban design, and long-range planning to shape San Francisco’s physical development.
  • D. San Francisco Department of Homelessness and Supportive Housing
    The San Francisco Department of Homelessness and Supportive Housing is a city agency responsible for coordinating and delivering services, housing, and support programs for people experiencing or at risk of homelessness in San Francisco.
  • E. San Francisco Department of Public Works
    The San Francisco Department of Public Works is the city agency responsible for maintaining and improving San Francisco’s public infrastructure, including streets, sidewalks, public buildings, and related services.
  • 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: San Francisco Office of Economic and Workforce Development
Triple: [Government of San Francisco, hasAgency, San Francisco Office of Economic and Workforce Development]
Generated description
The San Francisco Office of Economic and Workforce Development is a city agency that promotes job creation, supports local businesses, and coordinates workforce development programs to strengthen San Francisco’s economy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: San Francisco Office of Economic and Workforce Development
Target entity description: The San Francisco Office of Economic and Workforce Development is a city agency that promotes job creation, supports local businesses, and coordinates workforce development programs to strengthen San Francisco’s economy.
  • A. San Francisco Human Services Agency
    The San Francisco Human Services Agency is the city and county’s primary public agency responsible for delivering social services and safety net programs to low-income, vulnerable, and at-risk residents.
  • B. Government of San Francisco
    The Government of San Francisco is the consolidated city-county administration that manages local legislative, executive, and municipal services for San Francisco, California.
  • C. San Francisco Planning Department
    The San Francisco Planning Department is the city agency responsible for guiding land use, urban design, and long-range planning to shape San Francisco’s physical development.
  • D. San Francisco Department of Homelessness and Supportive Housing
    The San Francisco Department of Homelessness and Supportive Housing is a city agency responsible for coordinating and delivering services, housing, and support programs for people experiencing or at risk of homelessness in San Francisco.
  • E. San Francisco Department of Public Works
    The San Francisco Department of Public Works is the city agency responsible for maintaining and improving San Francisco’s public infrastructure, including streets, sidewalks, public buildings, and related services.
  • 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_69a49369a0848190af883934cee3db4c completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4a72eda6c81908205ae5a1e05cc20 completed March 1, 2026, 8:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69a76d7a0a088190972b9505ecd43d65 completed March 3, 2026, 11:23 p.m.
NEDg Description generation batch_69a78873daf48190aa4958a79f495903 completed March 4, 2026, 1:18 a.m.
NED2 Entity disambiguation (via description) batch_69a788f364148190baae8fc3aecd04ab completed March 4, 2026, 1:20 a.m.
Created at: March 1, 2026, 7:37 p.m.