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Benchmarks

Evaluating Reviewer3 with open, reproducible benchmarks.

Reviewer3 publishes two benchmarks. On reference verification, it classifies citations as real or fabricated with 98.5% accuracy across 476 citations. On review quality, ReviewBench compares more than 145,000 human and AI review comments across computer science, social science, and life science papers, catching errors that undermine major conclusions nearly 90% of the time and ranking first in agreement with human reviewers across disciplines.

ReviewBench

ReviewBench: AI Peer Review

145,000+ human and AI review comments compared across computer science, social science, and life science papers. R3 leads in structure, consequential impact, and agreement with human reviewers.

Reference Checker Benchmark

Reference Checker Benchmark

476 real and AI-fabricated citations tested. Our reference checker classifies references with 98.5% accuracy and 98.3% precision.

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