Yuan, Z. 2025. The Research and Preprocessing Results of The End-to-End Multimodal Sentiment Analysis System. Highlights in Science, Engineering and Technology. 159, (Dec. 2025), 7–14. DOI:https://doi.org/10.54097/ecjqy928.