Triple

T10214148
Position Surface form Disambiguated ID Type / Status
Subject Metal Performance Shaders E242399 entity
Predicate supports P516 FINISHED
Object MPSMatrix
MPSMatrix is a Metal Performance Shaders class that represents and accelerates high-performance matrix computations on Apple GPUs.
 E849981 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: MPSMatrix | Statement: [Metal Performance Shaders, supports, MPSMatrix]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: MPSMatrix
Context triple: [Metal Performance Shaders, supports, MPSMatrix]
  • A. MPS
    MPS is a language workbench and integrated development environment by JetBrains designed for creating and working with domain-specific languages using projectional editing.
  • B. MPS
    MPS is a leading German research institute specializing in the study of the Sun and the solar system, operating under the Max Planck Society.
  • C. SparseMatrixCSC
    SparseMatrixCSC is a Julia data type representing sparse matrices stored in compressed sparse column (CSC) format for efficient memory use and linear algebra operations.
  • D. AbstractMatrix
    AbstractMatrix is a core Julia type that defines the generic interface and behavior for all two-dimensional array and matrix-like structures in the LinearAlgebra ecosystem.
  • E. Modular Transverse Matrix
    Modular Transverse Matrix is Volkswagen Group’s flexible vehicle architecture designed for front-engined, front-wheel-drive and all-wheel-drive cars, enabling shared components and production efficiencies across multiple models and brands.
  • 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: MPSMatrix
Triple: [Metal Performance Shaders, supports, MPSMatrix]
Generated description
MPSMatrix is a Metal Performance Shaders class that represents and accelerates high-performance matrix computations on Apple GPUs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: MPSMatrix
Target entity description: MPSMatrix is a Metal Performance Shaders class that represents and accelerates high-performance matrix computations on Apple GPUs.
  • A. MPS
    MPS is a language workbench and integrated development environment by JetBrains designed for creating and working with domain-specific languages using projectional editing.
  • B. MPS
    MPS is a leading German research institute specializing in the study of the Sun and the solar system, operating under the Max Planck Society.
  • C. SparseMatrixCSC
    SparseMatrixCSC is a Julia data type representing sparse matrices stored in compressed sparse column (CSC) format for efficient memory use and linear algebra operations.
  • D. AbstractMatrix
    AbstractMatrix is a core Julia type that defines the generic interface and behavior for all two-dimensional array and matrix-like structures in the LinearAlgebra ecosystem.
  • E. Modular Transverse Matrix
    Modular Transverse Matrix is Volkswagen Group’s flexible vehicle architecture designed for front-engined, front-wheel-drive and all-wheel-drive cars, enabling shared components and production efficiencies across multiple models and brands.
  • 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_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.
NEDg Description generation batch_69d657818b008190a24170717cff53b9 completed April 8, 2026, 1:26 p.m.
NED2 Entity disambiguation (via description) batch_69d65835a11c819083d069ab0f644d4c completed April 8, 2026, 1:29 p.m.
Created at: April 6, 2026, 11:04 a.m.