AI assistance impairs unassisted performance and persistence in reading comprehension, replicating the fraction-task effects in a second domain¶
Claim · All claims
Evidence · 1 study (2 entries) · causalr2·q3·i2medium
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
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.
q3 i2 In reading comprehension, the AI condition solved fewer unassisted test problems than controls (Cohen's d = -0.42). → Grace Liu 2026
q3 i2 The AI condition also skipped more test problems than controls (Cohen's d = 0.42). → Grace Liu 2026 (2)
Evidence¶
Grace Liu 2026¶
Grace Liu, Brian Christian, Tsvetomira Dumbalska, Michiel A. Bakker, Rachit Dubey. (2026). AI Assistance Reduces Persistence and Hurts Independent Performance. Published as a conference paper at COLM 2026. https://arxiv.org/abs/2604.04721 doi:10.48550/arxiv.2604.04721
q3 · i2 · causal · r2
RCT (201 recruited, 168 analyzed) replicating the design with SAT reading-comprehension questions; AI condition used a GPT-5 sidebar for 5 problems, then 3 unassisted. Solve-rate impairment replicated, "Cohen's d=− 0.42".
"Participants in the AI condition had a lower solve rate (mean 0.76, s.d. 0.34) than participants in the control condition (mean 0.89, s.d. 0.25; t(166) =− 2.72, P= 0.007; Cohen's d=− 0.42, 95% CI [−0.73,−0.11])."
Grace Liu 2026 (2)¶
Grace Liu, Brian Christian, Tsvetomira Dumbalska, Michiel A. Bakker, Rachit Dubey. (2026). AI Assistance Reduces Persistence and Hurts Independent Performance. Published as a conference paper at COLM 2026. https://arxiv.org/abs/2604.04721
q3 · i2 · causal · r2
Same reading-comprehension RCT; answers given in under 5 seconds were also counted as skipped. The AI condition's higher skip rate, "Cohen's d= 0.42", suggests reduced persistence in reading tasks.
"also had a higher skip rate (mean 0.08, s.d. 0.21) than participants in the control condition (mean 0.01, s.d. 0.08; t(166) = 2.69, P= 0.008; Cohen's d= 0.42, 95% CI [0.11, 0.72])."
Discussion¶
Related Claims¶
- Experiment 2 replicates the unassisted-performance impairment with a pretest-based exclusion, but the aggregate skip-rate difference does not reach significance — related
- In a randomized experiment on fraction problems, participants who used an AI assistant solved fewer unassisted test problems and skipped more than control participants — a broader claim this one bears on
- AI assistance reduces persistence: persistence costs concentrate among learners who used AI for direct solutions, not hints — related
- Persistence and performance costs concentrate among participants who used the AI to obtain direct solutions, while hint-users resemble controls — related
- AI access raises immediate unaided test scores by 7.2 percentage points (0.28 SD) after a timed learning phase — reports the opposite
- In math problem solving, a tutor-plus-peers LLM arrangement produced the strongest unassisted post-task test accuracy, with accuracy increasing monotonically from Control to Tutor + Peers — related
- Reviews citing one randomised trial (Bastani et al. 2025) report that unrestricted GPT-4 access in high-school mathematics raised assisted practice performance but left students worse off after withdrawal — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
ai-assistance-impairs-reading-comprehension-exp3 |
title |
AI assistance impairs unassisted performance and persistence in reading comprehension, replicating the fraction-task effects in a second domain |
description |
AI assistance impairs unassisted performance and persistence in reading comprehension, replicating the fraction-task effects in a second domain |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — grace-liu-2026, grace-liu-2026-2 |
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