AI × CryptoNeutralarXiv – CS AI · 18h ago7/10
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Beyond Agent Architecture: Execution Assumptions and Reproducibility in LLM-Based Trading Systems
A new arXiv paper audits 30 LLM-based trading studies and finds that while agent architectures are well-documented, evaluation methodologies—including execution timing, transaction costs, and data splits—lack standardization, making performance claims difficult to compare or reproduce. The authors argue that LLM trading research needs clearer reporting standards for execution realism before architectural improvements can be meaningfully assessed.