Triple

T5836515
Position Surface form Disambiguated ID Type / Status
Subject San Francisco Municipal Transportation Agency E129483 entity
Predicate hasDivision P35 FINISHED
Object Taxi and Accessible Services Division
The Taxi and Accessible Services Division is the San Francisco Municipal Transportation Agency unit responsible for regulating taxi operations and overseeing transportation services for people with disabilities in the city.
E551940 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: Taxi and Accessible Services Division | Statement: [San Francisco Municipal Transportation Agency, hasDivision, Taxi and Accessible Services Division]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Taxi and Accessible Services Division
Context triple: [San Francisco Municipal Transportation Agency, hasDivision, Taxi and Accessible Services Division]
  • A. Meru Cabs
    Meru Cabs is an Indian radio taxi and ride-hailing company that was one of the country’s early organized cab service providers.
  • B. ADA paratransit
    ADA paratransit is a door-to-door, reservation-based public transportation service designed to provide accessible rides for people with disabilities who cannot use regular fixed-route transit.
  • C. Transit Services Bureau
    Transit Services Bureau is a specialized division of the Los Angeles County Sheriff's Department responsible for providing law enforcement and security services on the county’s public transit systems.
  • D. driver and motor vehicle services division
    The Driver and Motor Vehicle Services Division is the branch of the Oregon state government responsible for driver licensing, vehicle registration, and related motor vehicle services.
  • E. New York City Taxi and Limousine Commission
    The New York City Taxi and Limousine Commission is the municipal agency that regulates and licenses taxis, for-hire vehicles, limousines, and related drivers and services throughout New York City.
  • 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: Taxi and Accessible Services Division
Triple: [San Francisco Municipal Transportation Agency, hasDivision, Taxi and Accessible Services Division]
Generated description
The Taxi and Accessible Services Division is the San Francisco Municipal Transportation Agency unit responsible for regulating taxi operations and overseeing transportation services for people with disabilities in the city.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Taxi and Accessible Services Division
Target entity description: The Taxi and Accessible Services Division is the San Francisco Municipal Transportation Agency unit responsible for regulating taxi operations and overseeing transportation services for people with disabilities in the city.
  • A. Meru Cabs
    Meru Cabs is an Indian radio taxi and ride-hailing company that was one of the country’s early organized cab service providers.
  • B. ADA paratransit
    ADA paratransit is a door-to-door, reservation-based public transportation service designed to provide accessible rides for people with disabilities who cannot use regular fixed-route transit.
  • C. Transit Services Bureau
    Transit Services Bureau is a specialized division of the Los Angeles County Sheriff's Department responsible for providing law enforcement and security services on the county’s public transit systems.
  • D. driver and motor vehicle services division
    The Driver and Motor Vehicle Services Division is the branch of the Oregon state government responsible for driver licensing, vehicle registration, and related motor vehicle services.
  • E. New York City Taxi and Limousine Commission
    The New York City Taxi and Limousine Commission is the municipal agency that regulates and licenses taxis, for-hire vehicles, limousines, and related drivers and services throughout New York City.
  • 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_69c0084af79c81908af128ccc29983d0 completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c034a48750819099ae917ae2b54e6d completed March 22, 2026, 6:27 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0a19a6554819086cdae499f4d2247 completed March 23, 2026, 2:12 a.m.
NEDg Description generation batch_69c0a5ce005c8190a7da8d337caa089c completed March 23, 2026, 2:30 a.m.
NED2 Entity disambiguation (via description) batch_69c0a62cadf481909007a2a16cd36dbf completed March 23, 2026, 2:32 a.m.
Created at: March 22, 2026, 3:54 p.m.