Triple

T4275594
Position Surface form Disambiguated ID Type / Status
Subject Combine E97040 entity
Predicate integratesWith P1075 FINISHED
Object Key-Value Observing
Key-Value Observing is an Objective-C and Swift mechanism that lets objects be notified and react when specific properties of other objects change.
E427885 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: Key-Value Observing | Statement: [Combine, integratesWith, Key-Value Observing]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Key-Value Observing
Context triple: [Combine, integratesWith, Key-Value Observing]
  • A. NSObject
    NSObject is the root base class in Objective-C from which most classes in Cocoa and Cocoa Touch inherit, providing fundamental object behavior such as memory management and message sending.
  • B. Objective-C
    Objective-C is an object-oriented programming language primarily known for its use in developing software for Apple's macOS and iOS platforms.
  • C. Core Animation
    Core Animation is Apple’s high-performance graphics rendering and animation framework used to create smooth, hardware-accelerated visual effects in macOS, iOS, and other Apple platforms.
  • D. Grand Central Dispatch
    Grand Central Dispatch is Apple's low-level concurrency and task scheduling framework used to efficiently manage parallel execution of code on macOS, iOS, and other Darwin-based systems.
  • E. Objective-C runtime
    Objective-C runtime is the dynamic library and infrastructure that enables Objective-C’s message passing, dynamic typing, and introspection features at program execution time.
  • 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: Key-Value Observing
Triple: [Combine, integratesWith, Key-Value Observing]
Generated description
Key-Value Observing is an Objective-C and Swift mechanism that lets objects be notified and react when specific properties of other objects change.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Key-Value Observing
Target entity description: Key-Value Observing is an Objective-C and Swift mechanism that lets objects be notified and react when specific properties of other objects change.
  • A. NSObject
    NSObject is the root base class in Objective-C from which most classes in Cocoa and Cocoa Touch inherit, providing fundamental object behavior such as memory management and message sending.
  • B. Objective-C
    Objective-C is an object-oriented programming language primarily known for its use in developing software for Apple's macOS and iOS platforms.
  • C. Core Animation
    Core Animation is Apple’s high-performance graphics rendering and animation framework used to create smooth, hardware-accelerated visual effects in macOS, iOS, and other Apple platforms.
  • D. Grand Central Dispatch
    Grand Central Dispatch is Apple's low-level concurrency and task scheduling framework used to efficiently manage parallel execution of code on macOS, iOS, and other Darwin-based systems.
  • E. Objective-C runtime
    Objective-C runtime is the dynamic library and infrastructure that enables Objective-C’s message passing, dynamic typing, and introspection features at program execution time.
  • 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_69b34544be3c819084d1ab82d29f90c5 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b3501c35688190a7d15d904f15f968 completed March 12, 2026, 11:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5b7b0b2ec819090ccf042917ae207 completed March 14, 2026, 7:32 p.m.
NEDg Description generation batch_69b5b8ac37c88190ad2c6a8358e17554 completed March 14, 2026, 7:36 p.m.
NED2 Entity disambiguation (via description) batch_69b5b92eec8c81908c114238af39450f completed March 14, 2026, 7:38 p.m.
Created at: March 12, 2026, 11:07 p.m.