@article{chemauharnessthereasoningofllmsin, title = {ChemAU: Harness the Reasoning of LLMs in Chemical Research with Adaptive Uncertainty Estimation}, author = {Xinyi Liu and Lipeng Ma and Yixuan Li and Weidong Yang and Qingyuan Zhou and Jiayi Song and Shuhao Li and Ben Fei}, year = {2025}, eprint = {2506.01116}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.01116v1}, }