Gaze-based assistance led children to fixate the narrated primary AOI significantly longer than LLM-baseline assistance¶
Claim · All claims
Evidence · 1 study · causalr1·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? Children spent significantly longer fixating the primary AOI under gaze-based assistance (M = 6.48s) than under the baseline condition (M = 1.67s), p < .001. → Zekun Wu 2026
Evidence¶
Zekun Wu 2026¶
Zekun Wu, Man Su, Huiyong Li, Tomohiro Nagashima, and Anna Maria Feit. (2026). Gaze-Informed Proactive AI Assistance for Children Exploring Picture Books. https://arxiv.org/abs/2607.00445 doi:10.48550/arxiv.2607.00445
q3 · i? · causal · r1
Within-subject experiment with 22 children (one excluded after gaze-quality filtering) comparing gaze-based vs. random-AOI LLM narration. The gaze condition produced longer primary-AOI fixation, "𝑀= 6.48s, 𝑆𝐷= 2.53" vs. 1.67s, p < .001; only means and a p-value are printed, no effect size.
"Children with the gaze-based assistance spent significantly longer fixating on the primary AOI (𝑀= 6.48s, 𝑆𝐷= 2.53) than with the baseline condition (𝑀= 1.67s, 𝑆𝐷= 0.75;𝑝<. 001)."
Discussion¶
Related Claims¶
- Most children and parents preferred gaze-based assistance over the LLM baseline — related
- Gaze-based assistance produced a significantly higher follow-up fixation rate on the spoken secondary AOI than the baseline — related
- Follow-up fixation rate on the primary AOI did not differ significantly between gaze-based and baseline assistance — related
- Attention allocated to the secondary AOI remained limited and did not differ significantly between conditions in duration or time to first fixation — related
- Gaze-based assistance supported a smoother attention transition between narrated regions, while baseline assistance elicited more abrupt reorientation — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
gaze-assistance-longer-primary-aoi-fixation |
title |
Gaze-based assistance led children to fixate the narrated primary AOI significantly longer than LLM-baseline assistance |
description |
Gaze-based assistance led children to fixate the narrated primary AOI significantly longer than LLM-baseline assistance |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — zekun-wu-2026 |
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