Despite skepticism about learning benefits, physics students report using LLMs regularly, motivated primarily by convenience and deadline pressure¶
Claim · All claims
Evidence · 1 study · causalr1·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person · recheck by 2031: baselines and conditions change
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? Students strongly agreed that convenience (71% agreement) and deadline pressure (65% agreement) would motivate LLM use, and 60% self-reported using LLMs at least weekly for guidance/hints. → Jake O'Brien 2026
Evidence¶
Jake O'Brien 2026¶
Jake O'Brien, Margaret Ellis, Alma Robinson, John Simonetti, and Naren Ramakrishnan. (2026). Skepticism vs. Convenience: Physics Students' Perceptions and Use of Large Language Models Before and After Instruction. https://arxiv.org/abs/2609.21037 doi:10.48550/arxiv.2609.21037
q2 · i? · causal · r1
Pre-lesson Likert survey of the FYE physics cohort on usage reasons and comfort. The article reports "strong agreement on motivation-convenience (71% agreement, 15% disagreement)" and deadline pressure, alongside self-reported weekly usage of 60% for guidance/hints; descriptive percentages only.
"Regarding the reasons for using LLMs, we see strong agreement on motivation-convenience (71% agreement, 15% disagreement) and motivation-deadlines (65%, 19%)."
Discussion¶
Related Claims¶
- Before instruction, physics students show skepticism about LLM learning impacts, agreeing that over-reliance risks dependence, false confidence, and reduced conceptual understanding — related
- A reflective lesson on LLM functioning and educational impacts shifted physics students toward greater skepticism about LLM learning impacts — related
- Most students report using LLMs to get solutions more often than they believe is ideal for learning, and this gap widened after the lesson — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
llm-use-motivated-by-convenience-and-deadlines |
title |
Despite skepticism about learning benefits, physics students report using LLMs regularly, motivated primarily by convenience and deadline pressure |
description |
Despite skepticism about learning benefits, physics students report using LLMs regularly, motivated primarily by convenience and deadline pressure |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
recheck_by |
2031 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — jake-obrien-2026 |
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