Triple
T19531687
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Richard W. Hamming |
E488670
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object | Numerical Methods for Scientists and Engineers |
—
|
NE NERFINISHED |
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: Numerical Methods for Scientists and Engineers | Statement: [Richard W. Hamming, notableWork, Numerical Methods for Scientists and Engineers]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Numerical Methods for Scientists and Engineers Context triple: [Richard W. Hamming, notableWork, Numerical Methods for Scientists and Engineers]
-
A.
Numerical Methods for Scientists and Engineers
chosen
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 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.
-
C.
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.
-
D.
Numerical Recipes
Numerical Recipes is a widely used series of books that provides practical algorithms and explanations for numerical methods in scientific computing.
-
E.
Runge–Kutta methods
Runge–Kutta methods are a family of iterative techniques for numerically solving ordinary differential equations with higher accuracy than simple one-step schemes.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
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_69d8e8db5b6c8190984b61f91981f575 |
completed | April 10, 2026, 12:11 p.m. |
| NER | Named-entity recognition | batch_69e6363fd1f8819080805346efad2579 |
completed | April 20, 2026, 2:20 p.m. |
Created at: April 10, 2026, 1:41 p.m.