Study: Opus 4.8 beats human experts as peer reviewer across 124 Harvard social science papers

Eliv_nurotic · reddit · 2026-10-23

Harvard's "Peerless" study (Gary King's group) tested Opus 4.8 as a peer reviewer on 124 Harvard social science papers spanning statistical analysis, formal models and qualitative work. In pairwise comparisons the AI judge won 134/124 matchups (100%), while human experts won 87% of theirs. AI also led every review area: Sources 97%, Figures & Tables 95%, Weaknesses 92%, Methods 85%, Framing 80%. The authors argue common complaints about low-quality AI-generated reviews don't hold up. Paper: gking.harvard.edu/peerless

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