Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Constructing literature abstracts by computer: techniques and prospects
Information Processing and Management: an International Journal - Special issue on natural language processing and information retrieval
Progress in the application of natural language processing to information retrieval tasks
The Computer Journal - Special issue on information retrieval
Using argumentation to control lexical choice: a functional unification implementation
Using argumentation to control lexical choice: a functional unification implementation
A trainable document summarizer
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
Revision-based generation of natural language summaries providing historical background: corpus-based analysis, design, implementation and evaluation
A study of retrospective and on-line event detection
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Generating natural language summaries from multiple on-line sources
Computational Linguistics - Special issue on natural language generation
Identifying topics by position
ANLC '97 Proceedings of the fifth conference on Applied natural language processing
Role of verbs in document analysis
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 1
A new statistical parser based on bigram lexical dependencies
ACL '96 Proceedings of the 34th annual meeting on Association for Computational Linguistics
Information fusion in the context of multi-document summarization
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
Towards a computable model of meaning-text relations within a natural sublanguage
IJCAI'83 Proceedings of the Eighth international joint conference on Artificial intelligence - Volume 2
Multi-document summarization by graph search and matching
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Learning trees and rules with set-valued features
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
An investigation of linguistic features and clustering algorithms for topical document clustering
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Creating and evaluating multi-document sentence extract summaries
Proceedings of the ninth international conference on Information and knowledge management
Finding topic words for hierarchical summarization
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Exploring discussion lists: steps and directions
Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries
Summarization beyond sentence extraction: a probabilistic approach to sentence compression
Artificial Intelligence
Introduction to the special issue on summarization
Computational Linguistics - Summarization
Generic and Query-Based Text Summarization Using Lexical Cohesion
AI '02 Proceedings of the 15th Conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Web Page Summarization for Handheld Devices: A Natural Language Approach
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2
A summarization system for Chinese news from multiple sources
Journal of the American Society for Information Science and Technology
Multi-topic multi-document summarization
COLING '00 Proceedings of the 18th conference on Computational linguistics - Volume 2
Query based event extraction along a timeline
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
A cross-collection mixture model for comparative text mining
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Information fusion in the context of multi-document summarization
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
Centroid-based summarization of multiple documents
Information Processing and Management: an International Journal
Visualization-enabled multi-document summarization by Iterative Residual Rescaling
Natural Language Engineering
Sentence ordering in multidocument summarization
HLT '01 Proceedings of the first international conference on Human language technology research
Detecting shifts in news stories for paragraph extraction
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
Toward a task-based gold standard for evaluation of NP chunks and technical terms
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
Probabilistic text structuring: experiments with sentence ordering
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1
Headline generation based on statistical translation
ACL '00 Proceedings of the 38th Annual Meeting on Association for Computational Linguistics
Improving chronological ordering of sentences extracted from multiple newspaper articles
ACM Transactions on Asian Language Information Processing (TALIP)
NAACL-ANLP-AutoSum '00 Proceedings of the 2000 NAACL-ANLPWorkshop on Automatic summarization - Volume 4
Multi-document summarization by sentence extraction
NAACL-ANLP-AutoSum '00 Proceedings of the 2000 NAACL-ANLPWorkshop on Automatic summarization - Volume 4
A common theory of information fusion from multiple text sources step one: cross-document structure
SIGDIAL '00 Proceedings of the 1st SIGdial workshop on Discourse and dialogue - Volume 10
GIST-IT: summarizing email using linguistic knowledge and machine learning
HLTKM '01 Proceedings of the workshop on Human Language Technology and Knowledge Management - Volume 2001
Normalization and paraphrasing using symbolic methods
PARAPHRASE '03 Proceedings of the second international workshop on Paraphrasing - Volume 16
Using thematic information in statistical headline generation
MultiSumQA '03 Proceedings of the ACL 2003 workshop on Multilingual summarization and question answering - Volume 12
Sub-event based multi-document summarization
HLT-NAACL-DUC '03 Proceedings of the HLT-NAACL 03 on Text summarization workshop - Volume 5
A bottom-up approach to sentence ordering for multi-document summarization
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
FASIL email summarisation system
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Automatic multidocument summarization of research abstracts: Design and user evaluation
Journal of the American Society for Information Science and Technology
Tracking and summarizing news on a daily basis with Columbia's Newsblaster
HLT '02 Proceedings of the second international conference on Human Language Technology Research
Experiments in multidocument summarization
HLT '02 Proceedings of the second international conference on Human Language Technology Research
Expert Systems with Applications: An International Journal
Multi-document summarization using cluster-based link analysis
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
A Bridge between Document Management System and Geographical Information System
Advanced Internet Based Systems and Applications
NAACL-ANLP-AutoSum '00 Proceedings of the 2000 NAACL-ANLP Workshop on Automatic Summarization
Multi-document summarization by sentence extraction
NAACL-ANLP-AutoSum '00 Proceedings of the 2000 NAACL-ANLP Workshop on Automatic Summarization
Abstraction summarization for managing the biomedical research literature
CLS '04 Proceedings of the HLT-NAACL Workshop on Computational Lexical Semantics
Automatic single-document key fact extraction from newswire articles
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Measuring variability in sentence ordering for news summarization
ENLG '07 Proceedings of the Eleventh European Workshop on Natural Language Generation
Sentence fusion via dependency graph compression
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
An exploration of document impact on graph-based multi-document summarization
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Using N-Grams to understand the nature of summaries
HLT-NAACL-Short '04 Proceedings of HLT-NAACL 2004: Short Papers
Columbia Newsblaster: multilingual news summarization on the web
HLT-NAACL--Demonstrations '04 Demonstration Papers at HLT-NAACL 2004
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
Inferring strategies for sentence ordering in multidocument news summarization
Journal of Artificial Intelligence Research
A bottom-up approach to sentence ordering for multi-document summarization
Information Processing and Management: an International Journal
Clustering and visualization in a multi-lingual multi-document summarization system
ECIR'03 Proceedings of the 25th European conference on IR research
A study of global inference algorithms in multi-document summarization
ECIR'07 Proceedings of the 29th European conference on IR research
Using topic themes for multi-document summarization
ACM Transactions on Information Systems (TOIS)
Heuristics based automatic text summarization of unstructured text
Proceedings of the International Conference & Workshop on Emerging Trends in Technology
Multi-document summarization of scientific corpora
Proceedings of the 2011 ACM Symposium on Applied Computing
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Tutorial Abstracts of ACL 2011
Inclusion-based and exclusion-based approaches in graph-based multiple news summarization
KICSS'10 Proceedings of the 5th international conference on Knowledge, information, and creativity support systems
A machine learning approach to sentence ordering for multidocument summarization and its evaluation
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Sentence extraction using time features in multi-document summarization
AIRS'04 Proceedings of the 2004 international conference on Asian Information Retrieval Technology
On using a quantum physics formalism for multidocument summarization
Journal of the American Society for Information Science and Technology
A preference learning approach to sentence ordering for multi-document summarization
Information Sciences: an International Journal
Information Sciences: an International Journal
| Hi-index | 0.00 |
By synthesizing information common to retrieved documents, multi-document summarization can help users of information retrieval systems to find relevant documents with a minimal amount of reading. We are developing a multidocument summarization system to automatically generate a concise summary by identifying and synthesizing similarities across a set of related documents. Our approach is unique in its integration of machine learning and statistical techniques to identify similar paragraphs, intersection of similar phrases within paragraphs, and language generation to reformulate the wording of the summary. Our evaluation of system components shows that learning over multiple extracted linguistic features is more effective than information retrieval approaches at identifying similar text units for summarization and that it is possible to generate a fluent summary that conveys similarities among documents even when full semantic interpretations of the input text are not available.