Claims

Adding a second writing agent increased reported cognitive load, and writing confidence did not increase monotonically with support, with the Single condition reporting the lowest confidence

Claim · All claims
Evidence · 1 study · causal r? · q2
Currency · newest study 2026 · checked against its sources 2026-10-20 (automated, 1 of 1 entry) · 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.

q2 i? Higher reports of feeling overwhelmed or confused during writing were most pronounced in the Duo condition, and the Single condition reported the lowest independent-writing confidence while Duo reported higher confidence than Single. → Harsh Kumar 2026

Evidence

Harsh Kumar 2026

Harsh Kumar, Zi Kang (Jace) Mu, Jonathan Vincentius, Ashton Anderson. (2026). Human Thinking under Plural LLM Assistance: Mathematical Problem Solving and Open-Ended Writing. Working Paper, July 2026, Toronto, Canada. https://arxiv.org/abs/2604.02677 doi:10.48550/arxiv.2604.02677

q2 · i? · causal · r?

Post-task self-report perceptions in Experiment-2 (confidence, helpfulness, idea stimulation, cognitive load) shown in Figure 8; findings are descriptive self-reports with no printed effect sizes, and participant quotes illustrate distraction from pop-up suggestions in the Duo condition.

"These perceived benefits were accompanied by higher reports of feeling overwhelmed or confused during writing, most pronounced in the Duo condition, suggesting that adding a second agent can increase cognitive load even when it provides additional inspiration."

Discussion

Learner Variables

Page metadata
Field Value
type claim
id second-agent-increases-cognitive-load-writing
title Adding a second writing agent increased reported cognitive load, and writing confidence did not increase monotonically with support, with the Single condition reporting the lowest confidence
description Adding a second writing agent increased reported cognitive load, and writing confidence did not increase monotonically with support, with the Single condition reporting the lowest confidence
status review
evidence_strength weak
newest_evidence 2026
source_checked 2026-10-20
generated by process:wiki-ingest on 2026-10-11
trust unverified — no one has confirmed this page's content
sources 1 — harsh-kumar-2026

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