Plan quality improves more after LLM-generated adaptive feedback than after high-quality generic guidance¶
Claim · All claims
Evidence · 1 study · causalr3·q3
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 i? A cumulative link mixed model showed a significant condition × time interaction: post-support plan quality was higher in the LLM adaptive condition (estimate = 1.68, p < .001), while conditions did not differ pre-support. → Sukjaitham 2026
Evidence¶
Sukjaitham 2026¶
Sukjaitham, S., Schaaf, M., Brod, G., & Breitwieser, J. (2026). Adaptivity Makes Feedback Effective: Evidence From AI-Generated Feedback on Children's Plans. Preprint. https://osf.io/4w6rz/overview?view_only=dd3ec8d2878243579a463ccd0d77d723 doi:10.31234/osf.io/t2eac_v1
q3 · i? · causal · r3
Cumulative link mixed model on ordinal plan-quality scores from the within-subjects experiment (155 children, three trials per condition). Post hoc comparisons showed no pre-support difference (p = .241) but significantly higher post-support quality after adaptive feedback.
"Following support, plan quality was significantly higher in the LLM-generated adaptive condition than in the generic guidance condition (estimate = 1.68, SE = 0.14, p < .001)."
Discussion¶
Related Claims¶
- Children's plan quality improves substantially after receiving LLM-generated adaptive feedback — related
- Trial-level perceived usefulness of feedback is associated with the magnitude of plan quality improvement — related
- Children perceive LLM-generated adaptive feedback as more helpful and more motivating than generic guidance — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
adaptive-feedback-beats-generic-guidance-plan-quality |
title |
Plan quality improves more after LLM-generated adaptive feedback than after high-quality generic guidance |
description |
Plan quality improves more after LLM-generated adaptive feedback than after high-quality generic guidance |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-12 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — sukjaitham-2026 |
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