Triple
T4957257
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Arnold B. Arons |
E111314
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Development of reasoning in physics
"Development of Reasoning in Physics" is an influential work by Arnold B. Arons that explores how students learn and develop conceptual and logical reasoning skills in physics education.
|
E483025
|
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: Development of reasoning in physics | Statement: [Arnold B. Arons, notableWork, Development of reasoning in physics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Development of reasoning in physics Context triple: [Arnold B. Arons, notableWork, Development of reasoning in physics]
-
A.
Implications of cognitive studies for teaching physics
"Implications of cognitive studies for teaching physics" is a scholarly work that applies findings from cognitive science to improve how physics is taught and learned.
-
B.
An Introduction to Physics Education Research
"An Introduction to Physics Education Research" is a foundational work that surveys the methods, findings, and implications of research on how students learn physics, aimed at improving physics teaching and curriculum design.
-
C.
An Introduction to Reasoning
An Introduction to Reasoning is a foundational textbook on argumentation and critical thinking that presents Stephen Toulmin’s influential model of practical reasoning.
-
D.
Some Considerations Touching the Usefulness of Experimental Natural Philosophy
Some Considerations Touching the Usefulness of Experimental Natural Philosophy is a 17th-century work by Robert Boyle that defends and promotes the value of experimental methods in the study of nature.
-
E.
Physical Review Special Topics – Physics Education Research
Physical Review Special Topics – Physics Education Research is a peer-reviewed academic journal focusing on research and scholarship in physics education.
- 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: Development of reasoning in physics Triple: [Arnold B. Arons, notableWork, Development of reasoning in physics]
Generated description
"Development of Reasoning in Physics" is an influential work by Arnold B. Arons that explores how students learn and develop conceptual and logical reasoning skills in physics education.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Development of reasoning in physics Target entity description: "Development of Reasoning in Physics" is an influential work by Arnold B. Arons that explores how students learn and develop conceptual and logical reasoning skills in physics education.
-
A.
Implications of cognitive studies for teaching physics
"Implications of cognitive studies for teaching physics" is a scholarly work that applies findings from cognitive science to improve how physics is taught and learned.
-
B.
An Introduction to Physics Education Research
"An Introduction to Physics Education Research" is a foundational work that surveys the methods, findings, and implications of research on how students learn physics, aimed at improving physics teaching and curriculum design.
-
C.
An Introduction to Reasoning
An Introduction to Reasoning is a foundational textbook on argumentation and critical thinking that presents Stephen Toulmin’s influential model of practical reasoning.
-
D.
Some Considerations Touching the Usefulness of Experimental Natural Philosophy
Some Considerations Touching the Usefulness of Experimental Natural Philosophy is a 17th-century work by Robert Boyle that defends and promotes the value of experimental methods in the study of nature.
-
E.
Physical Review Special Topics – Physics Education Research
Physical Review Special Topics – Physics Education Research is a peer-reviewed academic journal focusing on research and scholarship in physics education.
- 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_69bd4418390c8190b7e9766a2512ce55 |
completed | March 20, 2026, 12:56 p.m. |
| NER | Named-entity recognition | batch_69bd71d6ba9c8190932f8d81240c3f56 |
completed | March 20, 2026, 4:12 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69be81e144a08190b66bf07e09b6ff55 |
completed | March 21, 2026, 11:32 a.m. |
| NEDg | Description generation | batch_69be83b10e048190889289ac2ca9f07f |
completed | March 21, 2026, 11:40 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69be843e2e50819099b2b73498c7c16e |
completed | March 21, 2026, 11:42 a.m. |
Created at: March 20, 2026, 1:32 p.m.