Triple

T19531918
Position Surface form Disambiguated ID Type / Status
Subject Numerical Methods for Scientists and Engineers E488676 entity
Predicate instanceOf P0 FINISHED
Object scientific computing book C20987 CONCEPT FINISHED

How this triple was built (1 step)

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.

CD Concept disambiguation gpt-5-mini-2025-08-07
Target class: scientific computing book
Context triple: [Numerical Methods for Scientists and Engineers, instanceOf, scientific computing book]
  • A. scientific computing reference chosen
    A scientific computing reference is a comprehensive resource that provides definitions, formulas, algorithms, and best practices for performing numerical analysis, data processing, and computational modeling in scientific and engineering contexts.
  • B. computer science book
    A computer science book is a structured, written resource that explains concepts, theories, and practices related to computing, algorithms, programming, and information systems.
  • C. high-performance computing software
    High-performance computing software consists of specialized programs and frameworks designed to efficiently execute large-scale, compute-intensive tasks by exploiting parallelism and advanced hardware architectures such as clusters, supercomputers, and GPUs.
  • D. GPU-accelerated array library
    A GPU-accelerated array library is a software toolkit that provides high-level, NumPy-like array operations executed on graphics processing units to enable massively parallel, high-performance numerical computing.
  • E. scientific compendium
    A scientific compendium is a comprehensive, systematically organized collection of scientific knowledge, data, and references on a particular field or range of topics, intended to serve as an authoritative resource for study and research.
  • F. None of above.

Provenance (1 batch)

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_69d8e8db5b6c8190984b61f91981f575 completed April 10, 2026, 12:11 p.m.
Created at: April 10, 2026, 1:41 p.m.