Biomedical Domain

Biomedical research is increasingly leveraging advanced machine learning models to analyze diverse data types, including text, images, and structured knowledge graphs, to accelerate scientific discovery and improve healthcare. Current efforts focus on developing multimodal foundation models that integrate information across different data modalities, often employing contrastive learning and knowledge graph techniques to enhance performance on tasks like question answering, information retrieval, and entity recognition. These advancements are improving the accuracy and efficiency of biomedical knowledge extraction and analysis, with implications for drug discovery, disease diagnosis, and personalized medicine.