Triple
T1937235
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Universal App Quick Start Program |
E41468
|
entity |
| Predicate | category |
P87
|
FINISHED |
| Object |
Apple developer transition kit program
The Apple developer transition kit program was an initiative that provided developers with early access to Apple Silicon-based Mac hardware and tools so they could begin building and optimizing universal apps before the official hardware launch.
|
E216098
|
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: Apple developer transition kit program | Statement: [Universal App Quick Start Program, category, Apple developer transition kit program]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Apple developer transition kit program Context triple: [Universal App Quick Start Program, category, Apple developer transition kit program]
-
A.
Apple Developer Program
The Apple Developer Program is Apple’s official membership service that provides developers with the tools, resources, and distribution rights needed to build, test, and publish apps on Apple platforms.
-
B.
Mac OS X transition technologies
Mac OS X transition technologies were a set of frameworks and tools designed to help developers move classic Mac OS applications to the modern Mac OS X environment while maintaining compatibility and easing the migration process.
-
C.
App Store Small Business Program
The App Store Small Business Program is an Apple initiative that reduces App Store commission rates for eligible smaller developers to support their growth and innovation.
-
D.
Apple Worldwide Developers Conference
Apple Worldwide Developers Conference is Apple Inc.’s annual conference where the company unveils new software platforms, tools, and technologies to developers through keynotes and technical sessions.
-
E.
Apple Worldwide Developers Conference 2006
Apple Worldwide Developers Conference 2006 was Apple's annual developer conference held in 2006, notable for major Mac hardware and software announcements including the debut of the Mac Pro.
- 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: Apple developer transition kit program Triple: [Universal App Quick Start Program, category, Apple developer transition kit program]
Generated description
The Apple developer transition kit program was an initiative that provided developers with early access to Apple Silicon-based Mac hardware and tools so they could begin building and optimizing universal apps before the official hardware launch.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Apple developer transition kit program Target entity description: The Apple developer transition kit program was an initiative that provided developers with early access to Apple Silicon-based Mac hardware and tools so they could begin building and optimizing universal apps before the official hardware launch.
-
A.
Apple Developer Program
The Apple Developer Program is Apple’s official membership service that provides developers with the tools, resources, and distribution rights needed to build, test, and publish apps on Apple platforms.
-
B.
Mac OS X transition technologies
Mac OS X transition technologies were a set of frameworks and tools designed to help developers move classic Mac OS applications to the modern Mac OS X environment while maintaining compatibility and easing the migration process.
-
C.
App Store Small Business Program
The App Store Small Business Program is an Apple initiative that reduces App Store commission rates for eligible smaller developers to support their growth and innovation.
-
D.
Apple Worldwide Developers Conference
Apple Worldwide Developers Conference is Apple Inc.’s annual conference where the company unveils new software platforms, tools, and technologies to developers through keynotes and technical sessions.
-
E.
Apple Worldwide Developers Conference 2006
Apple Worldwide Developers Conference 2006 was Apple's annual developer conference held in 2006, notable for major Mac hardware and software announcements including the debut of the Mac Pro.
- 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_69a88649b24c819080047f26b6db2ded |
completed | March 4, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69abb2c752fc81909baf38ff1cdeb18c |
completed | March 7, 2026, 5:08 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69adf3f6285c8190925af156f49cf9a2 |
completed | March 8, 2026, 10:11 p.m. |
| NEDg | Description generation | batch_69adf4aea46481908b5da7c4251dd867 |
completed | March 8, 2026, 10:14 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69adf52b63c481908fcb9db4c40875b4 |
completed | March 8, 2026, 10:16 p.m. |
Created at: March 4, 2026, 7:36 p.m.