The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
SIGDOC '86 Proceedings of the 5th annual international conference on Systems documentation
New Methods in Automatic Extracting
Journal of the ACM (JACM)
Summarizing Similarities and Differences Among Related Documents
Information Retrieval
The automated acquisition of topic signatures for text summarization
COLING '00 Proceedings of the 18th conference on Computational linguistics - Volume 1
Incremental topic representations
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Yago: a core of semantic knowledge
Proceedings of the 16th international conference on World Wide Web
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Deriving a large scale taxonomy from Wikipedia
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
LexRank: graph-based lexical centrality as salience in text summarization
Journal of Artificial Intelligence Research
Knowledge derived from wikipedia for computing semantic relatedness
Journal of Artificial Intelligence Research
DBpedia: a nucleus for a web of open data
ISWC'07/ASWC'07 Proceedings of the 6th international The semantic web and 2nd Asian conference on Asian semantic web conference
Whetting the appetite of scientists: producing summaries tailored to the citation context
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
Company-oriented extractive summarization of financial news
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Exploring content models for multi-document summarization
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Topic analysis for topic-focused multi-document summarization
Proceedings of the 18th ACM conference on Information and knowledge management
Graph-based multi-modality learning for topic-focused multi-document summarization
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Automatically generating Wikipedia articles: a structure-aware approach
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 1 - Volume 1
BabelNet: building a very large multilingual semantic network
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Generating fine-grained reviews of songs from album reviews
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Knowledge-rich Word Sense Disambiguation rivaling supervised systems
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Multi-document summarization via the minimum dominating set
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Towards a unified approach to simultaneous single-document and multi-document summarizations
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Integrating Document Clustering and Multidocument Summarization
ACM Transactions on Knowledge Discovery from Data (TKDD)
Taxonomy induction based on a collaboratively built knowledge repository
Artificial Intelligence
Improving query focused summarization using look-ahead strategy
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
MSSF: a multi-document summarization framework based on submodularity
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Natural Language Engineering
Toward a Unified Framework for Standard and Update Multi-Document Summarization
ACM Transactions on Asian Language Information Processing (TALIP)
An aspect-driven random walk model for topic-focused multi-document summarization
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
Multi-document summarization via submodularity
Applied Intelligence
The CQC algorithm: cycling in graphs to semantically enrich and enhance a bilingual dictionary
Journal of Artificial Intelligence Research
Ontology-enriched multi-document summarization in disaster management using submodular function
Information Sciences: an International Journal
Multi-document summarization based on the Yago ontology
Expert Systems with Applications: An International Journal
A text scanning mechanism simulating human reading process
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Knowledge-based graph document modeling
Proceedings of the 7th ACM international conference on Web search and data mining
Future Generation Computer Systems
Summarization of scientific documents by detecting common facts in citations
Future Generation Computer Systems
PSG: a two-layer graph model for document summarization
Frontiers of Computer Science: Selected Publications from Chinese Universities
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Information of interest to users is often distributed over a set of documents. Users can specify their request for information as a query/topic -- a set of one or more sentences or questions. Producing a good summary of the relevant information relies on understanding the query and linking it with the associated set of documents. To "understand" the query we expand it using encyclopedic knowledge in Wikipedia. The expanded query is linked with its associated documents through spreading activation in a graph that represents words and their grammatical connections in these documents. The topic expanded words and activated nodes in the graph are used to produce an extractive summary. The method proposed is tested on the DUC summarization data. The system implemented ranks high compared to the participating systems in the DUC competitions, confirming our hypothesis that encyclopedic knowledge is a useful addition to a summarization system.