Triple
T10214107
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | MetalKit |
E242398
|
entity |
| Predicate | integratesWith |
P1075
|
FINISHED |
| Object | Model I/O framework |
E759671
|
NE FINISHED |
How this triple was built (2 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: Model I/O framework | Statement: [MetalKit, integratesWith, Model I/O framework]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Model I/O framework Context triple: [MetalKit, integratesWith, Model I/O framework]
-
A.
Model I/O
chosen
Model I/O is an Apple framework for importing, exporting, and processing 3D model assets across the company’s graphics and game development tools.
-
B.
Goya inference processor
The Goya inference processor is Habana Labs’ specialized AI chip designed to accelerate deep learning inference workloads with high performance and efficiency.
-
C.
Core ML
Core ML is Apple’s machine learning framework that enables developers to integrate trained models efficiently into iOS, macOS, watchOS, and tvOS apps for on-device intelligence.
-
D.
Platform Independent Model
A Platform Independent Model is an abstract software design specification that defines system functionality and behavior without committing to any specific implementation technology or platform.
-
E.
Network framework
Network framework is Apple’s modern networking API for macOS and other Apple platforms, providing high-level, secure, and efficient support for TCP/IP, UDP, and advanced network features.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69d381ae26c48190985abd0e25ee5d04 |
completed | April 6, 2026, 9:49 a.m. |
| NER | Named-entity recognition | batch_69d3aa24efc081909714d98943543283 |
completed | April 6, 2026, 12:42 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d652ea80dc81908bc65ee2ec390467 |
completed | April 8, 2026, 1:06 p.m. |
Created at: April 6, 2026, 11:04 a.m.