@article{probingmaterialsknowledgeinllmsfromlaten, title = {Probing Materials Knowledge in LLMs: From Latent Embeddings to Reliable Predictions}, author = {Vineeth Venugopal and Soroush Mahjoubi and Elsa Olivetti}, year = {2026}, eprint = {2603.01834}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.01834}, }