@article{positionstandardbenchmarksfailllmagents, title = {Standard Benchmarks Fail -- Auditing LLM Agents in Finance Must Prioritize Risk}, author = {Zichen Chen and Jiaao Chen and Jianda Chen and Misha Sra}, year = {2025}, eprint = {2502.15865}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2502.15865v2}, }