FactReview: Evidence-Grounded Peer Review with Execution-Based Claim Verification 事件

FactReview: Evidence-Grounded Peer Review with Execution-Based Claim Verification arXiv:2604.04074v3 Announce Type: replace Abstract: LLM-based reviewing systems typically take only the manuscript as input, leaving literature and code-based claims hard to verify. We present FactReview, a system that extracts review-relevant claims, grounds them in related work, and, when code is available, executes released artifacts under a fixed repair budget to audit empirical claims. Across 35 ML papers and