Triple
T2166226
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | HomeKit framework |
E46913
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
Apple developer frameworks
Apple developer frameworks are a collection of software libraries and APIs provided by Apple that enable developers to build, integrate, and enhance apps and services across the company’s platforms like iOS, macOS, watchOS, and tvOS.
|
E215097
|
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 frameworks | Statement: [HomeKit framework, partOf, Apple developer frameworks]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Apple developer frameworks Context triple: [HomeKit framework, partOf, Apple developer frameworks]
-
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.
macOS Cocoa
macOS Cocoa is Apple’s native object-oriented application framework for building graphical user interfaces on macOS.
-
C.
macOS SDK
macOS SDK is Apple’s software development kit that provides the frameworks, tools, and APIs needed to build applications for the macOS operating system.
-
D.
Apple operating systems
Apple operating systems are a family of proprietary platforms, including macOS, iOS, iPadOS, watchOS, and tvOS, designed to power and integrate the company’s hardware devices.
-
E.
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.
- 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 frameworks Triple: [HomeKit framework, partOf, Apple developer frameworks]
Generated description
Apple developer frameworks are a collection of software libraries and APIs provided by Apple that enable developers to build, integrate, and enhance apps and services across the company’s platforms like iOS, macOS, watchOS, and tvOS.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Apple developer frameworks Target entity description: Apple developer frameworks are a collection of software libraries and APIs provided by Apple that enable developers to build, integrate, and enhance apps and services across the company’s platforms like iOS, macOS, watchOS, and tvOS.
-
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.
macOS Cocoa
macOS Cocoa is Apple’s native object-oriented application framework for building graphical user interfaces on macOS.
-
C.
macOS SDK
chosen
macOS SDK is Apple’s software development kit that provides the frameworks, tools, and APIs needed to build applications for the macOS operating system.
-
D.
Apple operating systems
Apple operating systems are a family of proprietary platforms, including macOS, iOS, iPadOS, watchOS, and tvOS, designed to power and integrate the company’s hardware devices.
-
E.
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.
- F. None of above.
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_69a88a184cbc8190877791f6552c2484 |
completed | March 4, 2026, 7:38 p.m. |
| NER | Named-entity recognition | batch_69abbeab223881908aaa2bc4f85329cc |
completed | March 7, 2026, 5:59 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae58f044b8819092c58022383d3468 |
completed | March 9, 2026, 5:21 a.m. |
| NEDg | Description generation | batch_69ae5972d3d4819082f8896f12126422 |
completed | March 9, 2026, 5:24 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae5a10607881909849a72201399d62 |
completed | March 9, 2026, 5:26 a.m. |
Created at: March 4, 2026, 7:45 p.m.