2 papers
cs.IR2026
FormBench: A Benchmark for Fine-Grained Retrieval in Formulation Patents
Vineeth Venugopal, Elsa Olivetti, Jonathan Welch
We introduce FormBench, a platform for testing the ability of models to retrieve precise chemical information from technical documents. FormBench contains 55,352 queries and two re…
cond-mat.mtrl-sci2026
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…