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.