Triple

T9003971
Position Surface form Disambiguated ID Type / Status
Subject macOS SDK E215097 entity
Predicate containsFramework P58147 FINISHED
Object UserNotifications framework
The UserNotifications framework is an Apple API that lets apps schedule, manage, and respond to local and push notifications on Apple platforms.
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: UserNotifications framework | Statement: [macOS SDK, containsFramework, UserNotifications framework]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: UserNotifications framework
Context triple: [macOS SDK, containsFramework, UserNotifications framework]
  • A. Windows.Networking.PushNotifications
    Windows.Networking.PushNotifications is a Windows Runtime namespace that provides APIs for receiving and managing push notifications in Windows apps.
  • B. Notification Center
    Notification Center is a macOS feature that consolidates and displays system and app alerts, banners, and widgets in a unified sidebar for quick access.
  • C. 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.
  • D. Messages on macOS
    Messages on macOS is Apple’s desktop messaging app that lets users send and receive iMessages and SMS/MMS texts from their Mac, syncing conversations across Apple devices.
  • E. NSNotificationCenter
    NSNotificationCenter is a central dispatch mechanism in Objective-C/Cocoa frameworks that enables objects to broadcast and observe notifications for decoupled communication within an application.
  • 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: UserNotifications framework
Triple: [macOS SDK, containsFramework, UserNotifications framework]
Generated description
The UserNotifications framework is an Apple API that lets apps schedule, manage, and respond to local and push notifications on Apple platforms.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: UserNotifications framework
Target entity description: The UserNotifications framework is an Apple API that lets apps schedule, manage, and respond to local and push notifications on Apple platforms.
  • A. Windows.Networking.PushNotifications
    Windows.Networking.PushNotifications is a Windows Runtime namespace that provides APIs for receiving and managing push notifications in Windows apps.
  • B. Notification Center
    Notification Center is a macOS feature that consolidates and displays system and app alerts, banners, and widgets in a unified sidebar for quick access.
  • C. 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.
  • D. Messages on macOS
    Messages on macOS is Apple’s desktop messaging app that lets users send and receive iMessages and SMS/MMS texts from their Mac, syncing conversations across Apple devices.
  • E. NSNotificationCenter
    NSNotificationCenter is a central dispatch mechanism in Objective-C/Cocoa frameworks that enables objects to broadcast and observe notifications for decoupled communication within an application.
  • 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_69ca83a12d648190b1e4fe11e8a31890 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc6959497c8190a748c78504dd2eb6 completed April 1, 2026, 12:39 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfd0e3f0c88190ae688632be25e5c9 completed April 3, 2026, 2:38 p.m.
NEDg Description generation batch_69cfd17e5850819087fbb60fdc612fd9 completed April 3, 2026, 2:41 p.m.
NED2 Entity disambiguation (via description) batch_69cfd215204c8190886cc071f100aab6 completed April 3, 2026, 2:43 p.m.
Created at: March 30, 2026, 7:05 p.m.