Probing Materials Knowledge in LLMs: From Latent Embeddings to Reliable Predictions

Vineeth Venugopal, Soroush Mahjoubi, Elsa Olivetti

Large language models are increasingly applied to materials science, yet fundamental questions remain about their reliability and knowledge encoding. Evaluating 25 LLMs across four…