A Large-Scale Dataset and Benchmark: Do Protein-Ligand Models Learn Binding Sites or Just Binding Likelihood?

The paper introduces InteractBind, a large-scale dataset of approximately 100k protein-ligand pairs, and a benchmark for fine-grained evaluation. It aims to assess whether models can localize binding sites and identify non-covalent interactions, addressing a gap in existing evaluations.