Triple

T9666878
Position Surface form Disambiguated ID Type / Status
Subject Uber Driver app E233728 entity
Predicate primaryUserType P63093 FINISHED
Object Uber driver-partners
Uber driver-partners are independent drivers who use the Uber platform to provide ride-hailing and related transportation services to passengers.
E814282 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: Uber driver-partners | Statement: [Uber Driver app, primaryUserType, Uber driver-partners]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Uber driver-partners
Context triple: [Uber Driver app, primaryUserType, Uber driver-partners]
  • A. Uber Driver app
    The Uber Driver app is a mobile application used by Uber’s driver-partners to receive trip requests, navigate, manage earnings, and access driver-related tools and information.
  • B. Uber
    Uber is a global ride-hailing and technology company that connects passengers with drivers through a mobile app and has expanded into food delivery and freight services.
  • C. Uber Pro
    Uber Pro is a rewards and loyalty program that provides benefits and incentives to Uber drivers based on their performance and activity.
  • D. Uber Black
    Uber Black is Uber’s premium ride service offering high-end vehicles and professional drivers for a more luxurious travel experience.
  • E. UberX
    UberX is Uber’s standard, budget-friendly ride option that connects riders with everyday drivers using their personal vehicles.
  • 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: Uber driver-partners
Triple: [Uber Driver app, primaryUserType, Uber driver-partners]
Generated description
Uber driver-partners are independent drivers who use the Uber platform to provide ride-hailing and related transportation services to passengers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Uber driver-partners
Target entity description: Uber driver-partners are independent drivers who use the Uber platform to provide ride-hailing and related transportation services to passengers.
  • A. Uber Driver app
    The Uber Driver app is a mobile application used by Uber’s driver-partners to receive trip requests, navigate, manage earnings, and access driver-related tools and information.
  • B. Uber
    Uber is a global ride-hailing and technology company that connects passengers with drivers through a mobile app and has expanded into food delivery and freight services.
  • C. Uber Pro
    Uber Pro is a rewards and loyalty program that provides benefits and incentives to Uber drivers based on their performance and activity.
  • D. Uber Black
    Uber Black is Uber’s premium ride service offering high-end vehicles and professional drivers for a more luxurious travel experience.
  • E. UberX
    UberX is Uber’s standard, budget-friendly ride option that connects riders with everyday drivers using their personal vehicles.
  • 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_69ca848d3b6c8190ae98ea554dea58df completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd9c3a63948190be3f48f87bdbccf1 completed April 1, 2026, 10:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69d18a1c8b188190bcff470244b21640 completed April 4, 2026, 10:01 p.m.
NEDg Description generation batch_69d18b0929788190955f0da0eadb3210 completed April 4, 2026, 10:04 p.m.
NED2 Entity disambiguation (via description) batch_69d18ea5ffbc8190b336c98087838d7b completed April 4, 2026, 10:20 p.m.
Created at: March 30, 2026, 8:15 p.m.