Mechanisms of sentence processing: assigning roles to constituents
Parallel distributed processing
The use of MMR, diversity-based reranking for reordering documents and producing summaries
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Foundations of statistical natural language processing
Foundations of statistical natural language processing
Towards multidocument summarization by reformulation: progress and prospects
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition
Introduction to the special issue on summarization
Computational Linguistics - Summarization
Retrieval and novelty detection at the sentence level
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
A study of smoothing methods for language models applied to information retrieval
ACM Transactions on Information Systems (TOIS)
The automated acquisition of topic signatures for text summarization
COLING '00 Proceedings of the 18th conference on Computational linguistics - Volume 1
Text classification and named entities for new event detection
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Efficient Phrase-Based Document Indexing for Web Document Clustering
IEEE Transactions on Knowledge and Data Engineering
Centroid-based summarization of multiple documents
Information Processing and Management: an International Journal
Object-level ranking: bringing order to Web objects
WWW '05 Proceedings of the 14th international conference on World Wide Web
Similarity measures for tracking information flow
Proceedings of the 14th ACM international conference on Information and knowledge management
Enhancing the Effectiveness of Clustering with Spectra Analysis
IEEE Transactions on Knowledge and Data Engineering
Clustering short texts using wikipedia
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Automatic summarising: The state of the art
Information Processing and Management: an International Journal
Semantic text similarity using corpus-based word similarity and string similarity
ACM Transactions on Knowledge Discovery from Data (TKDD)
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Expert Systems with Applications: An International Journal
Ranking-based clustering of heterogeneous information networks with star network schema
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
A context-sensitive manifold ranking approach to query-focused multi-document summarization
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
Journal of the American Society for Information Science and Technology
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Sentence clustering plays a pivotal role in theme-based summarization, which discovers topic themes defined as the clusters of highly related sentences in order to avoid redundancy and cover more diverse information. As the length of sentences is short and the content it contains is limited, the bag-of-words cosine similarity traditionally used for document clustering is no longer reasonably suitable. Special treatment for measuring sentence similarity is necessary. In this paper, we propose a ranking-based clustering framework that utilizes ranking distribution of documents and terms to help generate high quality sentence clusters. The effectiveness of the proposed framework is demonstrated by both the cluster quality analysis and the summarization evaluation conducted on the DUC 2004 and DUC2007 datasets.