What Papers Don't Tell You: Recovering Tacit Knowledge for Automated Paper Reproduction

Researchers propose a new framework called 'method' that addresses the challenge of automated paper reproduction by recovering tacit knowledge that academic papers leave implicit. The graph-based agent framework achieves 10.04% performance gap against official implementations, improving over baselines by 24.68% across 40 recent papers.