Triple
T9740837
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Sign in with Apple |
E236179
|
entity |
| Predicate | integratesWith |
P1075
|
FINISHED |
| Object |
Apple Developer ecosystem
The Apple Developer ecosystem is a comprehensive platform of tools, services, and frameworks that enables developers to build, test, distribute, and monetize apps across Apple’s hardware and software platforms.
|
E818781
|
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 ecosystem | Statement: [Sign in with Apple, integratesWith, Apple Developer ecosystem]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Apple Developer ecosystem Context triple: [Sign in with Apple, integratesWith, Apple Developer ecosystem]
-
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.
Apple Developer Relations
Apple Developer Relations is the Apple organization responsible for supporting and guiding third‑party developers, including managing policies and communications related to app development and distribution on Apple platforms.
-
C.
Apple ecosystem
The Apple ecosystem is the interconnected suite of Apple hardware, software, and services designed to work seamlessly together across devices like iPhone, iPad, Mac, Apple Watch, and Apple TV.
-
D.
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.
-
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 ecosystem Triple: [Sign in with Apple, integratesWith, Apple Developer ecosystem]
Generated description
The Apple Developer ecosystem is a comprehensive platform of tools, services, and frameworks that enables developers to build, test, distribute, and monetize apps across Apple’s hardware and software platforms.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Apple Developer ecosystem Target entity description: The Apple Developer ecosystem is a comprehensive platform of tools, services, and frameworks that enables developers to build, test, distribute, and monetize apps across Apple’s hardware and software platforms.
-
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.
Apple Developer Relations
Apple Developer Relations is the Apple organization responsible for supporting and guiding third‑party developers, including managing policies and communications related to app development and distribution on Apple platforms.
-
C.
Apple ecosystem
The Apple ecosystem is the interconnected suite of Apple hardware, software, and services designed to work seamlessly together across devices like iPhone, iPad, Mac, Apple Watch, and Apple TV.
-
D.
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.
-
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
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_69ca84d3e24481908a476e2231123cf9 |
completed | March 30, 2026, 2:12 p.m. |
| NER | Named-entity recognition | batch_69cd9f2af3e48190b83a442cd0e84062 |
completed | April 1, 2026, 10:41 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d1afe974608190874e2aba2189de80 |
completed | April 5, 2026, 12:42 a.m. |
| NEDg | Description generation | batch_69d1b08ba1f48190830852f9d60e3368 |
completed | April 5, 2026, 12:44 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d1b124659481909e7a2ecaf01d8a50 |
completed | April 5, 2026, 12:47 a.m. |
Created at: March 30, 2026, 8:22 p.m.