Triple
T10214100
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | MetalKit |
E242398
|
entity |
| Predicate | ecosystem |
P964
|
FINISHED |
| Object |
Apple Developer SDKs
Apple Developer SDKs are Apple’s official software development kits that provide APIs, tools, and frameworks for building applications across its platforms, including iOS, macOS, watchOS, and tvOS.
|
E457340
|
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 SDKs | Statement: [MetalKit, ecosystem, Apple Developer SDKs]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Apple Developer SDKs Context triple: [MetalKit, ecosystem, Apple Developer SDKs]
-
A.
Apple developer tools
Apple developer tools are a suite of software development applications and frameworks created by Apple to build, test, and debug apps for its platforms such as iOS, macOS, watchOS, and tvOS.
-
B.
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.
-
C.
Apple Developer Documentation
Apple Developer Documentation is Apple’s official online resource providing comprehensive technical guides, API references, and sample code for building software across its platforms.
-
D.
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.
-
E.
Apple Developer app
The Apple Developer app is an official Apple application that provides developers with access to WWDC sessions, technical videos, documentation, and news about Apple’s developer ecosystem.
- 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 SDKs Triple: [MetalKit, ecosystem, Apple Developer SDKs]
Generated description
Apple Developer SDKs are Apple’s official software development kits that provide APIs, tools, and frameworks for building applications across its platforms, including iOS, macOS, watchOS, and tvOS.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Apple Developer SDKs Target entity description: Apple Developer SDKs are Apple’s official software development kits that provide APIs, tools, and frameworks for building applications across its platforms, including iOS, macOS, watchOS, and tvOS.
-
A.
Apple developer tools
chosen
Apple developer tools are a suite of software development applications and frameworks created by Apple to build, test, and debug apps for its platforms such as iOS, macOS, watchOS, and tvOS.
-
B.
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.
-
C.
Apple Developer Documentation
Apple Developer Documentation is Apple’s official online resource providing comprehensive technical guides, API references, and sample code for building software across its platforms.
-
D.
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.
-
E.
Apple Developer app
The Apple Developer app is an official Apple application that provides developers with access to WWDC sessions, technical videos, documentation, and news about Apple’s developer ecosystem.
- 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_69d381ae26c48190985abd0e25ee5d04 |
completed | April 6, 2026, 9:49 a.m. |
| NER | Named-entity recognition | batch_69d3aa24efc081909714d98943543283 |
completed | April 6, 2026, 12:42 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d652ea80dc81908bc65ee2ec390467 |
completed | April 8, 2026, 1:06 p.m. |
| NEDg | Description generation | batch_69d657818b008190a24170717cff53b9 |
completed | April 8, 2026, 1:26 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69d65835a11c819083d069ab0f644d4c |
completed | April 8, 2026, 1:29 p.m. |
Created at: April 6, 2026, 11:04 a.m.