@article{ariaacausalawareframeworkforrescuingllmr, title = {ARIA: A Causal-Aware Framework for Rescuing LLM Reasoning in Trustworthy Materials Discovery}, author = {Yi Cao and Liaoyaqi Wang and Jieneng Chen and Benjamin Van Durme and Alan Yuille and Paulette Clancy}, year = {2026}, eprint = {2606.22375}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.22375}, }