Revolutionizing multi-document summarization with text classification for diverse document categories!
The TCSum system improves multi-document summarization by using text classification data to enhance performance. By projecting documents onto distributed representations, TCSum connects text classification and summarization, generating summaries in different styles based on classification results. Experiments on DUC datasets show that TCSum achieves top-notch performance without manual features and can adapt summary styles to different text categories.