The focus of our study is to predict RNA-small molecule binding sites, with the overarching goal of exploring potential applications in the field of RNA drug targets. In response to this challenge, we present the MultiModRLBP method, a novel approach that integrates multi-modal features through the application of deep learning algorithms.