Document Representation

Document representation focuses on creating effective numerical summaries of text, enabling efficient information retrieval and other natural language processing tasks. Current research emphasizes multimodal approaches incorporating images and tables alongside text, as well as techniques to handle long documents effectively, often using transformer-based models and contrastive learning methods. These advancements improve the accuracy and efficiency of various applications, including search engines, recommendation systems, and medical information extraction.