Automatic text structuring and summarization
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Journal of the ACM (JACM)
Automatic evaluation of summaries using N-gram co-occurrence statistics
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The potential and limitations of automatic sentence extraction for summarization
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PageRank on semantic networks, with application to word sense disambiguation
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Word sense induction & disambiguation using hierarchical random graphs
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
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Information Processing and Management: an International Journal
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PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
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MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition
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This paper presents an innovative unsupervised method for automatic sentence extraction using graph-based ranking algorithms. We evaluate the method in the context of a text summarization task, and show that the results obtained compare favorably with previously published results on established benchmarks.