Triple
T18257174
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Cleve Moler |
E437245
|
entity |
| Predicate | hasWritten |
P2831
|
FINISHED |
| Object |
Numerical Computing with MATLAB
Numerical Computing with MATLAB is a textbook that introduces numerical analysis concepts and algorithms through practical examples and implementations in the MATLAB programming environment.
|
E1314734
|
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: 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.
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: Numerical Computing with MATLAB Triple: [Cleve Moler, hasWritten, Numerical Computing with MATLAB]
Generated 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.
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 (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_69d8b913351c8190932b6a426de04b41 |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e4fd86e21081909c049082949b95c6 |
completed | April 19, 2026, 4:06 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a03ac7afdcc81908d0b2ce1d3a4f175 |
completed | May 12, 2026, 10:40 p.m. |
| NEDg | Description generation | batch_6a03ad1e02b48190a23789b2e62d820b |
completed | May 12, 2026, 10:43 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a03adef02fc81909d78aaf558c2cab6 |
completed | May 12, 2026, 10:47 p.m. |
Created at: April 10, 2026, 10:34 a.m.