Triple

T2103465
Position Surface form Disambiguated ID Type / Status
Subject Uber Pro E37140 entity
Predicate communicationChannel P2798 FINISHED
Object 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.
E233728 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 app | Statement: [Uber Pro, communicationChannel, Uber Driver app]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Uber Driver app
Context triple: [Uber Pro, communicationChannel, Uber Driver app]
  • A. Uber Pro
    Uber Pro is a rewards and loyalty program that provides benefits and incentives to Uber drivers based on their performance and activity.
  • 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. UberX
    UberX is Uber’s standard, budget-friendly ride option that connects riders with everyday drivers using their personal vehicles.
  • D. Careem
    Careem is a Dubai-based ride-hailing and delivery company operating across the Middle East, North Africa, and South Asia, acquired by Uber to expand its presence in the region.
  • E. Uber Pool
    Uber Pool is a ride-sharing service from Uber that matches multiple passengers heading in similar directions to share a car and split the fare.
  • 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 app
Triple: [Uber Pro, communicationChannel, Uber Driver app]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Uber Driver app
Target entity description: 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.
  • A. Uber Pro
    Uber Pro is a rewards and loyalty program that provides benefits and incentives to Uber drivers based on their performance and activity.
  • 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. UberX
    UberX is Uber’s standard, budget-friendly ride option that connects riders with everyday drivers using their personal vehicles.
  • D. Careem
    Careem is a Dubai-based ride-hailing and delivery company operating across the Middle East, North Africa, and South Asia, acquired by Uber to expand its presence in the region.
  • E. Uber Pool
    Uber Pool is a ride-sharing service from Uber that matches multiple passengers heading in similar directions to share a car and split the fare.
  • 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_69a8861828948190924aa30c08806b3a completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69abbabf7cdc81909636dff34badc1c5 completed March 7, 2026, 5:42 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae3068189c81909cf76fd1fc2a0fe6 completed March 9, 2026, 2:28 a.m.
NEDg Description generation batch_69ae30f9d0448190a0b3251676d9825d completed March 9, 2026, 2:31 a.m.
NED2 Entity disambiguation (via description) batch_69ae316398488190b9dd38145d5488b4 completed March 9, 2026, 2:33 a.m.
Created at: March 4, 2026, 7:43 p.m.