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Sakana AI published Beyond Imitation, a research paper describing an LLM peer review system that detects planted mistakes. The team tested the Multi-Layered Review system against 1,164 inserted contradictions across 257 papers from 5 venues, where the AI caught 73% of core-claim errors.
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