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What are the challenges of automatic text summarization? And what are some good resources to learn about the state of the art in this field?

I wrote a literature survey on automated multi-document summarization for my dissertation proposal. Here are some of the useful papers that were on my list.I include historical perspective on summarization, papers on different types of approaches to (mainly, multi-document summarization) and also some about how to properly evaluate summaries both manually and automatically. Enjoy!Luhn, H. P. 1958. The automatic creation of literature abstracts. IBM Journal of Research and Development, 2:159–165.Kupiec, Julian, Jan O. Pedersen, and Francine Chen. 1995. A trainable document summarizer. In Proceedings of the ACM-SIGIR Conference on Research and Development in Information Retrieval, pages 68–73.Carbonell, Jaime G. and Jade Goldstein. 1998. The use of MMR, diversity-based reranking for reordering documents and producing summaries. In Proceedings of the ACM-SIGIR Conference on Research and Development in Information Retrieval, pages 335–336.Radev, Dragomir R. and Kathleen R. McKeown. 1998. Generating natural language summaries from multiple on-line sources. Computational Linguistics, 24(3):469–500.Hahn, Udo and Inderjeet Mani. 2000. The challenges of automatic summarization. IEEE Computer, 33(11):29–36.Mani, Inderjeet. 2001. Automatic Summarization. John Benjamins Publishing Company.Conroy, John M. and Dianne P. O’Leary. 2001. Text summarization via hidden markov models and pivoted qr matrix decomposition. Research and Development in Information Retrieval, pages 406–407.Dorr, Bonnie J. and David Zajicand Richard Schwartz. 2003. Hedge: A parse-and-trim approach to headline generation. In Proceedings of the HLT-NAACL Text Summarization Workshop and Document Understanding Conference (DUC 2003), pages 1–8.Erkan,Gu ̈nes ̧and Dragomir R.Radev. 2004. Lexrank: Graph-based centrality as salience in text summarization. Journal of Artificial Intelligence Research (JAIR), 22:457–479.Lin, Chin-Yew. 2004. ROUGE: A package for automatic evaluation of summaries. In Text Summarization Branches Out: Proceedings of the ACL’04 Workshop, pages 74–81.Barzilay, Regina and Kathleen R. McKeown. 2005. Sentence fusion for multidocument news summarization. Computational Linguistics, 31(3):297–328.Nenkova, Ani. 2005. Automatic text summarization of newswire: Lessons learned from the document understanding conference. In AAAI, pages 1436–1441.Nenkova, Ani, Rebecca Passonneau, and Kathleen McKeown. 2007. The pyramid method: Incorporating human content selection variation in summarization evaluation. ACM Trans. Speech Lang. Process., 4(2):4.

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