Triple

T321953
Position Surface form Disambiguated ID Type / Status
Subject Apple silicon E6430 entity
Predicate transitionProgram P12008 FINISHED
Object Universal App Quick Start Program
The Universal App Quick Start Program was an Apple initiative that provided developers with early access to Apple silicon hardware, tools, and resources to help them quickly adapt and optimize their apps for the new ARM-based Mac architecture.
E41468 NE FINISHED

How this triple was built (5 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: Universal App Quick Start Program | Statement: [Apple silicon, transitionProgram, Universal App Quick Start Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Universal App Quick Start Program
Context triple: [Apple silicon, transitionProgram, Universal App Quick Start Program]
  • A. Universal Windows Platform
    Universal Windows Platform is Microsoft's application development framework that enables building and distributing apps across a wide range of Windows devices with a unified API and app model.
  • B. Windows Insider Program
    The Windows Insider Program is a Microsoft initiative that lets users test and provide feedback on pre-release Windows builds before they are publicly released.
  • C. Surface Hub
    Surface Hub is Microsoft's large interactive whiteboard and collaboration device designed for meetings, presentations, and team productivity in business and educational environments.
  • D. MIT App Inventor
    MIT App Inventor is a visual, block-based programming environment that enables users—especially beginners and students—to create mobile applications for Android (and increasingly other platforms) without needing traditional coding experience.
  • E. WinUI
    WinUI is Microsoft's modern native user interface framework for building Windows desktop applications with Fluent Design.
  • 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: Universal App Quick Start Program
Triple: [Apple silicon, transitionProgram, Universal App Quick Start Program]
Generated description
The Universal App Quick Start Program was an Apple initiative that provided developers with early access to Apple silicon hardware, tools, and resources to help them quickly adapt and optimize their apps for the new ARM-based Mac architecture.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Universal App Quick Start Program
Target entity description: The Universal App Quick Start Program was an Apple initiative that provided developers with early access to Apple silicon hardware, tools, and resources to help them quickly adapt and optimize their apps for the new ARM-based Mac architecture.
  • A. Universal Windows Platform
    Universal Windows Platform is Microsoft's application development framework that enables building and distributing apps across a wide range of Windows devices with a unified API and app model.
  • B. Windows Insider Program
    The Windows Insider Program is a Microsoft initiative that lets users test and provide feedback on pre-release Windows builds before they are publicly released.
  • C. Surface Hub
    Surface Hub is Microsoft's large interactive whiteboard and collaboration device designed for meetings, presentations, and team productivity in business and educational environments.
  • D. MIT App Inventor
    MIT App Inventor is a visual, block-based programming environment that enables users—especially beginners and students—to create mobile applications for Android (and increasingly other platforms) without needing traditional coding experience.
  • E. WinUI
    WinUI is Microsoft's modern native user interface framework for building Windows desktop applications with Fluent Design.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: transitionProgram
Context triple: [Apple silicon, transitionProgram, Universal App Quick Start Program]
  • A. transitionMechanismUsedWith
    Indicates that a particular transition or change from one state to another is carried out using a specified mechanism or method.
  • B. turnedPro
    Indicates that an individual transitioned from amateur status to professional status in a particular field or activity.
  • C. transitionYear
    Indicates the specific year in which a change, shift, or transition from one state, condition, or phase to another occurs.
  • D. program
    Indicates that an entity creates, writes, or develops a computer program or software application.
  • E. upgradeProgram
    Indicates that one entity improves, enhances, or replaces another entity’s program with a more advanced or updated version.
  • F. None of above. chosen

Provenance (7 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_69a2e7933d6c8190bb2592ad13286ef2 completed Feb. 28, 2026, 1:03 p.m.
NER Named-entity recognition batch_69a2ea81a1e88190b3496070eb3d85f5 completed Feb. 28, 2026, 1:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69a3cb0203c081909fadc99c2172c87a completed March 1, 2026, 5:13 a.m.
NEDg Description generation batch_69a3cb812dc081908a359022c8b5cf58 completed March 1, 2026, 5:15 a.m.
NED2 Entity disambiguation (via description) batch_69a3cbedcaf081908b4abdd3c7ce0474 completed March 1, 2026, 5:17 a.m.
PD Predicate disambiguation batch_69a2e948048c819098ba4de9261ef2ef completed Feb. 28, 2026, 1:10 p.m.
PDg Predicate description generation batch_69a2ea08878c8190a5e8a90f620a3888 completed Feb. 28, 2026, 1:13 p.m.
Created at: Feb. 28, 2026, 1:08 p.m.