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Journal article

Wrong Together Is an Item-Level Quantity: Why Per-Person Reliance Measures Cannot Say Whether AI Assistance Correlates Human Errors, Why the Direct Probes Disagree, and the Reanalysis That Would Settle It

Pranay Mahendrakar 2026

(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Research on reliance on AI advice scores one decision-maker at a time: how often a person accepts correct advice, how often they reject wrong advice, and what that does to their accuracy. Deployment places many decision-makers in front of the…

Cite Related research LOR-00113 · 0 views · 0 downloads Select “Wrong Together Is an Item-Level Quantity: Why Per-Person…” for export

PDF391.1 KB

Journal article

Consensus Too Soon, or Agreement From the Start? Shared Prior, Social Coupling and Pool Coverage in Decentralised LLM Collectives, and Why Prompted Diversity and Model Heterogeneity Act on Different Terms

Pranay Mahendrakar 2026

(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Groups of language-model agents that exchange answers and settle on a common one are now a standard way to build decentralised decision systems. A common worry is that they agree too soon: agents copy each other, diversity collapses, and the…

Cite Related research LOR-00057 · 6 views · 8 downloads Select “Consensus Too Soon, or Agreement From the Start? Shared…” for export

PDF14.6 MB

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