Triple

T18257174
Position Surface form Disambiguated ID Type / Status
Subject Cleve Moler E437245 entity
Predicate hasWritten P2831 FINISHED
Object Numerical Computing with MATLAB NE NERFINISHED

How this triple was built (3 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: Numerical Computing with MATLAB | Statement: [Cleve Moler, hasWritten, Numerical Computing with MATLAB]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Numerical Computing with MATLAB
Context triple: [Cleve Moler, hasWritten, Numerical Computing with MATLAB]
  • A. Numerical Methods for Scientists and Engineers
    Numerical Methods for Scientists and Engineers is a classic textbook by Richard W. Hamming that introduces and explains practical computational techniques for solving mathematical problems in science and engineering.
  • B. Numerical Recipes
    Numerical Recipes is a widely used series of books that provides practical algorithms and explanations for numerical methods in scientific computing.
  • C. Parallel Computing Toolbox
    Parallel Computing Toolbox is a MATLAB add-on that enables users to perform parallel and distributed computing to accelerate large-scale numerical and data-intensive computations.
  • D. Methods of Numerical Integration
    Methods of Numerical Integration is a comprehensive mathematical text that systematically presents and analyzes techniques for approximating definite integrals using numerical methods.
  • E. MATLAB
    MATLAB is a high-level programming language and interactive environment widely used for numerical computing, data analysis, algorithm development, and visualization, particularly in engineering and scientific research.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Numerical Computing with MATLAB
Target entity description: Numerical Computing with MATLAB is a textbook that introduces numerical analysis concepts and algorithms through practical examples and implementations in the MATLAB programming environment.
  • A. Numerical Methods for Scientists and Engineers
    Numerical Methods for Scientists and Engineers is a classic textbook by Richard W. Hamming that introduces and explains practical computational techniques for solving mathematical problems in science and engineering.
  • B. Numerical Recipes
    Numerical Recipes is a widely used series of books that provides practical algorithms and explanations for numerical methods in scientific computing.
  • C. Parallel Computing Toolbox
    Parallel Computing Toolbox is a MATLAB add-on that enables users to perform parallel and distributed computing to accelerate large-scale numerical and data-intensive computations.
  • D. Methods of Numerical Integration
    Methods of Numerical Integration is a comprehensive mathematical text that systematically presents and analyzes techniques for approximating definite integrals using numerical methods.
  • E. MATLAB
    MATLAB is a high-level programming language and interactive environment widely used for numerical computing, data analysis, algorithm development, and visualization, particularly in engineering and scientific research.
  • F. None of above. chosen

Provenance (2 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_69d8b913351c8190932b6a426de04b41 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4fd86e21081909c049082949b95c6 completed April 19, 2026, 4:06 p.m.
Created at: April 10, 2026, 10:34 a.m.