Triple
T21169605
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Apple Push Notification service |
E521657
|
entity |
| Predicate | integratedWith |
P2830
|
FINISHED |
| Object |
Apple Push Notification framework
The Apple Push Notification framework is a developer API on Apple platforms that enables apps to receive and handle remote push notifications delivered by the Apple Push Notification service (APNs).
|
E770625
|
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 Push Notification framework | Statement: [Apple Push Notification service, integratedWith, Apple Push Notification framework]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Apple Push Notification framework Context triple: [Apple Push Notification service, integratedWith, Apple Push Notification framework]
-
A.
Apple Push Notification service
Apple Push Notification service is Apple’s cloud-based system for delivering real-time notifications and messages to iOS, macOS, watchOS, and tvOS devices.
-
B.
UserNotifications framework
The UserNotifications framework is an Apple API that lets apps schedule, manage, and respond to local and push notifications on Apple platforms.
-
C.
Cocoa Touch
Cocoa Touch is Apple’s application development framework for building iOS and other mobile OS apps, providing the UI components, event handling, and infrastructure layers on top of the underlying operating system.
-
D.
Apple platforms APIs
Apple platforms APIs are the software interfaces and frameworks provided by Apple for building applications across its operating systems, including iOS, macOS, watchOS, and tvOS.
-
E.
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.
- 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 Push Notification framework Triple: [Apple Push Notification service, integratedWith, Apple Push Notification framework]
Generated description
The Apple Push Notification framework is a developer API on Apple platforms that enables apps to receive and handle remote push notifications delivered by the Apple Push Notification service (APNs).
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Apple Push Notification framework Target entity description: The Apple Push Notification framework is a developer API on Apple platforms that enables apps to receive and handle remote push notifications delivered by the Apple Push Notification service (APNs).
-
A.
Apple Push Notification service
Apple Push Notification service is Apple’s cloud-based system for delivering real-time notifications and messages to iOS, macOS, watchOS, and tvOS devices.
-
B.
UserNotifications framework
chosen
The UserNotifications framework is an Apple API that lets apps schedule, manage, and respond to local and push notifications on Apple platforms.
-
C.
Cocoa Touch
Cocoa Touch is Apple’s application development framework for building iOS and other mobile OS apps, providing the UI components, event handling, and infrastructure layers on top of the underlying operating system.
-
D.
Apple platforms APIs
Apple platforms APIs are the software interfaces and frameworks provided by Apple for building applications across its operating systems, including iOS, macOS, watchOS, and tvOS.
-
E.
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.
- 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_69e0b50e30748190b186824a206d39b9 |
completed | April 16, 2026, 10:08 a.m. |
| NER | Named-entity recognition | batch_69e72711be9481909f16107b71d3500a |
completed | April 21, 2026, 7:28 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0975716e78819095e4ba54fbf78809 |
completed | May 17, 2026, 7:59 a.m. |
| NEDg | Description generation | batch_6a09761477c481909c1c6e557a265360 |
completed | May 17, 2026, 8:02 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a09768230a481908cc04374ed49f34d |
completed | May 17, 2026, 8:04 a.m. |
Created at: April 16, 2026, 3 p.m.