A trainable document summarizer
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Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
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Journal of the ACM (JACM)
Efficient text summarization using lexical chains
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Generic text summarization using relevance measure and latent semantic analysis
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
A new approach to unsupervised text summarization
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Text summarization via hidden Markov models
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
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Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries
Modern Information Retrieval
The use of unlabeled data to improve supervised learning for text summarization
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
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Artificial Intelligence
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ANLC '00 Proceedings of the sixth conference on Applied natural language processing
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NAACL 2000 Proceedings of the 1st North American chapter of the Association for Computational Linguistics conference
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COLING '00 Proceedings of the 18th conference on Computational linguistics - Volume 1
Automatic evaluation of summaries using N-gram co-occurrence statistics
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TIPSTER '98 Proceedings of a workshop on held at Baltimore, Maryland: October 13-15, 1998
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IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Comments-oriented document summarization: understanding documents with readers' feedback
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
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ACM Transactions on Information Systems (TOIS)
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COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
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WAIM'10 Proceedings of the 2010 international conference on Web-age information management
DVD: a model for event diversified versions discovery
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
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AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
Applied Computational Intelligence and Soft Computing
Revisiting centrality-as-relevance: support sets and similarity as geometric proximity
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ACM Transactions on Interactive Intelligent Systems (TiiS)
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PROPOR'12 Proceedings of the 10th international conference on Computational Processing of the Portuguese Language
Large-margin learning of submodular summarization models
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
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CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume 2
PSG: a two-layer graph model for document summarization
Frontiers of Computer Science: Selected Publications from Chinese Universities
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Almost all existing methods conduct the summarization tasks for single documents separately without interactions for each document under the assumption that the documents are considered independent of each other. This paper proposes a novel framework called CollabSum for collaborative single document summarizations by making use of mutual influences of multiple documents within a cluster context. In this study, CollabSum is implemented by first employing the clustering algorithm to obtain appropriate document clusters and then exploiting the graph-ranking based algorithm for collaborative document summarizations within each cluster. Both the with-document and cross-document relationships between sentences are incorporated in the algorithm. Experiments on the DUC2001 and DUC2002 datasets demonstrate the encouraging performance of the proposed approach. Different clustering algorithms have been investigated and we find that the summarization performance relies positively on the quality of document cluster.