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LLMs struggle with semantic fidelity, achieving only a 30% alignment with scientific paper specifications, revealing a critical gap in AI-driven research reproducibility.
ReproAgent achieves unprecedented accuracy in translating research papers into executable code, outperforming existing methods by leveraging a dual-channel contract system.
