Do LLM Reviewers Favor AI Slop? Scholars Clash Over Peer Review's Blind Spot

ipeirotis · x · 2026-09-24

A debate over whether AI reviewers can filter AI slop: @usmananwar391 argues LLM reviewers are strict — nitpicking flaws even in papers polished over months — so the panic about slop flooding journals is overblown. @ipeirotis calls that out, arguing LLMs heavily favor papers they wrote themselves, so bad actors can optimize slop specifically to pass LLM review. Strictness, in other words, doesn't mean an AI reviewer can detect AI-generated filler.

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