Triple
T8415091
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Core ML |
E198712
|
entity |
| Predicate | integratesWith |
P1075
|
FINISHED |
| Object | Metal Performance Shaders |
E242399
|
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: Metal Performance Shaders | Statement: [Core ML, integratesWith, Metal Performance Shaders]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Metal Performance Shaders Context triple: [Core ML, integratesWith, Metal Performance Shaders]
-
A.
Metal Performance Shaders
chosen
Metal Performance Shaders is a high-performance framework in Apple’s Metal ecosystem that provides highly optimized GPU-accelerated compute and graphics kernels for tasks like image processing, machine learning, and linear algebra.
-
B.
Metal Shading Language
Metal Shading Language is Apple’s C++-like GPU programming language used to write high-performance graphics and compute shaders for the Metal framework on iOS, macOS, and related platforms.
-
C.
NVIDIA GameWorks
NVIDIA GameWorks is a suite of tools, libraries, and technologies developed by NVIDIA to help game developers enhance graphics, physics, and overall visual fidelity in PC and console games.
-
D.
High Definition Render Pipeline
High Definition Render Pipeline is Unity’s advanced, scriptable rendering pipeline designed to deliver high-fidelity, physically based graphics for high-end PCs and consoles.
-
E.
AMD Mantle
AMD Mantle is a low-level graphics API developed by AMD that pioneered many of the design concepts later adopted by modern APIs like Vulkan and DirectX 12 to improve CPU efficiency and GPU performance.
- 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_69ca831201b481909e137936ef99ff11 |
completed | March 30, 2026, 2:05 p.m. |
| NER | Named-entity recognition | batch_69cb83e443a08190983d9a0a61e0f781 |
completed | March 31, 2026, 8:20 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ce1d3d9f848190bd425b80aa58a376 |
completed | April 2, 2026, 7:39 a.m. |
Created at: March 30, 2026, 6:06 p.m.