Triple

T8508380
Position Surface form Disambiguated ID Type / Status
Subject Orange County Transportation Authority E201391 entity
Predicate manages P86 FINISHED
Object Measure M transportation sales tax program
The Measure M transportation sales tax program is a voter-approved funding initiative in Orange County, California that finances a wide range of transportation improvements, including road, transit, and infrastructure projects.
E739510 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: Measure M transportation sales tax program | Statement: [Orange County Transportation Authority, manages, Measure M transportation sales tax program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Measure M transportation sales tax program
Context triple: [Orange County Transportation Authority, manages, Measure M transportation sales tax program]
  • A. Los Angeles County transportation sales tax ordinance known as Measure R
    The Los Angeles County transportation sales tax ordinance known as Measure R is a voter-approved half-cent sales tax measure that funds major public transit expansions, highway improvements, and local transportation projects across the county.
  • B. Measure R transportation projects
    Measure R transportation projects are a suite of Los Angeles County transit and highway improvements funded by a voter-approved sales tax increase to expand and modernize the region’s transportation infrastructure.
  • C. Proposition 1A (2008)
    Proposition 1A (2008) was a California ballot measure that authorized billions in bonds to begin funding the state’s high-speed rail system.
  • D. Muni Passport
    Muni Passport is a time-based transit pass that provides unlimited rides on San Francisco’s Muni system, including historic streetcars and cable cars, for a set number of days.
  • E. Measure R
    Measure R is a Los Angeles County half-cent sales tax measure approved by voters in 2008 to fund a wide range of transportation improvements, including rail, bus, highway, and local transit projects.
  • 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: Measure M transportation sales tax program
Triple: [Orange County Transportation Authority, manages, Measure M transportation sales tax program]
Generated description
The Measure M transportation sales tax program is a voter-approved funding initiative in Orange County, California that finances a wide range of transportation improvements, including road, transit, and infrastructure projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Measure M transportation sales tax program
Target entity description: The Measure M transportation sales tax program is a voter-approved funding initiative in Orange County, California that finances a wide range of transportation improvements, including road, transit, and infrastructure projects.
  • A. Los Angeles County transportation sales tax ordinance known as Measure R
    The Los Angeles County transportation sales tax ordinance known as Measure R is a voter-approved half-cent sales tax measure that funds major public transit expansions, highway improvements, and local transportation projects across the county.
  • B. Measure R transportation projects
    Measure R transportation projects are a suite of Los Angeles County transit and highway improvements funded by a voter-approved sales tax increase to expand and modernize the region’s transportation infrastructure.
  • C. Proposition 1A (2008)
    Proposition 1A (2008) was a California ballot measure that authorized billions in bonds to begin funding the state’s high-speed rail system.
  • D. Muni Passport
    Muni Passport is a time-based transit pass that provides unlimited rides on San Francisco’s Muni system, including historic streetcars and cable cars, for a set number of days.
  • E. Measure R
    Measure R is a Los Angeles County half-cent sales tax measure approved by voters in 2008 to fund a wide range of transportation improvements, including rail, bus, highway, and local transit projects.
  • 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_69ca8320e5748190ac2c585a0bba8193 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe5df74e8819086b1445cc907e371 completed March 31, 2026, 3:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce4e37b0548190908632fd167efac1 completed April 2, 2026, 11:08 a.m.
NEDg Description generation batch_69ce5245c69c8190a2cd9a23954872e5 completed April 2, 2026, 11:25 a.m.
NED2 Entity disambiguation (via description) batch_69ce52d5c264819098e20971a8093acf completed April 2, 2026, 11:28 a.m.
Created at: March 30, 2026, 6:15 p.m.