This project is aimed at improving access to scientific advances in the biomedical domain. The main goal of the project is to extract medical relations from biomedical abstracts. This project is in collaboration with Prof. Ritwik Banerjee, Prof. IV Ramakrishnan, and Prof. Yejin Choi. We use latent variable models that can jointly infer how drugs treat diseases and use this inferred knowledge to identify other drugs that can also treat them. Practical applications include drug repurposing and discovering adverse drug events.