Triple
T7166537
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | John Arbuthnot |
E167081
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
An Essay on the Usefulness of Mathematical Learning
An Essay on the Usefulness of Mathematical Learning is an early 18th-century treatise by John Arbuthnot that argues for the intellectual and practical value of studying mathematics.
|
E646249
|
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: An Essay on the Usefulness of Mathematical Learning | Statement: [John Arbuthnot, notableWork, An Essay on the Usefulness of Mathematical Learning]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: An Essay on the Usefulness of Mathematical Learning Context triple: [John Arbuthnot, notableWork, An Essay on the Usefulness of Mathematical Learning]
-
A.
Elementary Mathematics from an Advanced Standpoint
"Elementary Mathematics from an Advanced Standpoint" is a classic three-volume work by Felix Klein that reexamines school-level mathematics through the lens of modern, rigorous mathematical theory and pedagogy.
-
B.
The Advancement of Learning
The Advancement of Learning is a 1605 philosophical treatise by Francis Bacon that argues for the systematic reform and expansion of human knowledge through empirical inquiry and the scientific method.
-
C.
Mathematical Discovery
"Mathematical Discovery" is a two-volume work by George Pólya that explores the processes of mathematical problem solving and heuristic reasoning.
-
D.
The Place of Useful Learning
The Place of Useful Learning is the motto of the University of Strathclyde, reflecting its focus on practical, applied education and research that benefits society and industry.
-
E.
Mathematics and Plausible Reasoning
Mathematics and Plausible Reasoning is a two-volume work by George Pólya that explores how mathematicians actually think, conjecture, and discover through heuristic and inductive reasoning rather than formal proof alone.
- 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: An Essay on the Usefulness of Mathematical Learning Triple: [John Arbuthnot, notableWork, An Essay on the Usefulness of Mathematical Learning]
Generated description
An Essay on the Usefulness of Mathematical Learning is an early 18th-century treatise by John Arbuthnot that argues for the intellectual and practical value of studying mathematics.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: An Essay on the Usefulness of Mathematical Learning Target entity description: An Essay on the Usefulness of Mathematical Learning is an early 18th-century treatise by John Arbuthnot that argues for the intellectual and practical value of studying mathematics.
-
A.
Elementary Mathematics from an Advanced Standpoint
"Elementary Mathematics from an Advanced Standpoint" is a classic three-volume work by Felix Klein that reexamines school-level mathematics through the lens of modern, rigorous mathematical theory and pedagogy.
-
B.
The Advancement of Learning
The Advancement of Learning is a 1605 philosophical treatise by Francis Bacon that argues for the systematic reform and expansion of human knowledge through empirical inquiry and the scientific method.
-
C.
Mathematical Discovery
"Mathematical Discovery" is a two-volume work by George Pólya that explores the processes of mathematical problem solving and heuristic reasoning.
-
D.
The Place of Useful Learning
The Place of Useful Learning is the motto of the University of Strathclyde, reflecting its focus on practical, applied education and research that benefits society and industry.
-
E.
Mathematics and Plausible Reasoning
Mathematics and Plausible Reasoning is a two-volume work by George Pólya that explores how mathematicians actually think, conjecture, and discover through heuristic and inductive reasoning rather than formal proof alone.
- 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_69c68888c10c819095e0383020225758 |
completed | March 27, 2026, 1:39 p.m. |
| NER | Named-entity recognition | batch_69c6e85a07388190a07054ef12870fa1 |
completed | March 27, 2026, 8:28 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c7adced6b48190bcae9af88f640584 |
completed | March 28, 2026, 10:30 a.m. |
| NEDg | Description generation | batch_69c7ae44e0d48190818b193e03aba6a4 |
completed | March 28, 2026, 10:32 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c7aeb9373c8190ac2d282e8153201f |
completed | March 28, 2026, 10:34 a.m. |
Created at: March 27, 2026, 2:48 p.m.