50,000 ICLR submissions equal 150 person-years of reviews; proposal: AI-only screening round first

DJiafei · x · 2026-09-20

The author estimates that 50,000 ICLR submissions × 3 reviews × 2 hours each equals 300,000 hours of expert labor—about 150 person-years.

To fight AI-generated paper slop without breaking peer review, the proposal: add an AI-only screening round so only papers that pass reach human reviewers, using AI to counter AI slop.

Related event: ICLR Submissions Exceed 50,000, Researchers Propose Hybrid Human-LLM Review(2 posts)→

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