Author

Xueyan Hu

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Preprint Aug 2026

SA-Bench: Evaluating Semantic Alignment in LLM-Based Paper Reproduction

SemanticAlign-Bench (SA-Bench), a diagnostic benchmark covering 30 papers from ICLR, ICML and NeurIPS 2025, is introduced and indicates that scaffolds optimized for executability provide limited leverage for scientific reproduction; narrowing the gap requires scaffolds that prioritize semantic specification verificatio...

Xueyan Hu, Ze-Wei Pan, Zeli Su et al. · 0 citations

Preprint Aug 2026

ReproAgent: Contract-Guided Paper-to-Code Reproduction

ReproAgent is introduced, a four-stage Prepare--Plan--Generate--Repair pipeline built around a persistent implementation contract with two channels: an implementation-requirement channel that turns paper snippets into code obligations, and a reference-evidence channel that retrieves content and structure evidence from...

Xueyan Hu, Ze-Wei Pan, Zhongyuan Wang et al. · 0 citations