Triple
T1935715
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | SwiftUI |
E41438
|
entity |
| Predicate | integratesWith |
P1075
|
FINISHED |
| Object |
AppKit
AppKit is Apple’s long-standing Objective‑C–based framework for building graphical user interfaces on macOS, providing the core UI components and event-handling infrastructure for Mac applications.
|
E59592
|
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: AppKit | Statement: [SwiftUI, integratesWith, AppKit]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: AppKit Context triple: [SwiftUI, integratesWith, AppKit]
-
A.
macOS Cocoa
macOS Cocoa is Apple’s native object-oriented application framework for building graphical user interfaces on macOS.
-
B.
OPENSTEP
OPENSTEP is an object-oriented application programming interface and operating system environment developed by NeXT that later formed the technological foundation for macOS and iOS.
-
C.
UIKit
UIKit is Apple’s primary user interface framework for building and managing iOS app UIs, handling views, controls, event handling, and application infrastructure.
-
D.
Macintosh Toolbox
The Macintosh Toolbox was the core collection of system software routines and services that provided the graphical user interface, event handling, and application support framework for the classic Mac OS.
-
E.
NeXTSTEP
NeXTSTEP was an advanced Unix-based operating system and development environment created by NeXT Inc., notable for its object-oriented frameworks and influential role in the later development of macOS and iOS.
- 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: AppKit Triple: [SwiftUI, integratesWith, AppKit]
Generated description
AppKit is Apple’s long-standing Objective‑C–based framework for building graphical user interfaces on macOS, providing the core UI components and event-handling infrastructure for Mac applications.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: AppKit Target entity description: AppKit is Apple’s long-standing Objective‑C–based framework for building graphical user interfaces on macOS, providing the core UI components and event-handling infrastructure for Mac applications.
-
A.
macOS Cocoa
chosen
macOS Cocoa is Apple’s native object-oriented application framework for building graphical user interfaces on macOS.
-
B.
OPENSTEP
OPENSTEP is an object-oriented application programming interface and operating system environment developed by NeXT that later formed the technological foundation for macOS and iOS.
-
C.
UIKit
UIKit is Apple’s primary user interface framework for building and managing iOS app UIs, handling views, controls, event handling, and application infrastructure.
-
D.
Macintosh Toolbox
The Macintosh Toolbox was the core collection of system software routines and services that provided the graphical user interface, event handling, and application support framework for the classic Mac OS.
-
E.
NeXTSTEP
NeXTSTEP was an advanced Unix-based operating system and development environment created by NeXT Inc., notable for its object-oriented frameworks and influential role in the later development of macOS and iOS.
- 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_69a88649b24c819080047f26b6db2ded |
completed | March 4, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69abb29c7be08190986df157bf5d7c9e |
completed | March 7, 2026, 5:07 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69adfbb52d04819097c3df9691551aaa |
completed | March 8, 2026, 10:44 p.m. |
| NEDg | Description generation | batch_69adfc1a62b48190b01d81718c827abf |
completed | March 8, 2026, 10:45 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69adfd713c4081908a2fae2fada76dae |
completed | March 8, 2026, 10:51 p.m. |
Created at: March 4, 2026, 7:35 p.m.