A trainable document summarizer
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
Automatic condensation of electronic publications by sentence selection
Information Processing and Management: an International Journal - Special issue: summarizing text
Automatic text structuring and summarization
Information Processing and Management: an International Journal - Special issue: methods and tools for the automatic construction of hypertext
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
Journal of the American Society for Information Science
The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Training a selection function for extraction
Proceedings of the eighth international conference on Information and knowledge management
New Methods in Automatic Extracting
Journal of the ACM (JACM)
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Using hidden Markov modeling to decompose human-written summaries
Computational Linguistics - Summarization
Statistics-Based Summarization - Step One: Sentence Compression
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
Generating natural language summaries from multiple on-line sources
Computational Linguistics - Special issue on natural language generation
Three generative, lexicalised models for statistical parsing
ACL '98 Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics and Eighth Conference of the European Chapter of the Association for Computational Linguistics
Unsupervised word sense disambiguation rivaling supervised methods
ACL '95 Proceedings of the 33rd annual meeting on Association for Computational Linguistics
Learning random walk models for inducing word dependency distributions
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Learning to paraphrase: an unsupervised approach using multiple-sequence alignment
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
Automatic evaluation of summaries using N-gram co-occurrence statistics
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
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
Using maximum entropy for sentence extraction
AS '02 Proceedings of the ACL-02 Workshop on Automatic Summarization - Volume 4
Spectral clustering for German verbs
EMNLP '02 Proceedings of the ACL-02 conference on Empirical methods in natural language processing - Volume 10
PageRank on semantic networks, with application to word sense disambiguation
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
NAACL-ANLP-AutoSum '00 Proceedings of the 2000 NAACL-ANLP Workshop on Automatic Summarization
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
PageRank without hyperlinks: structural re-ranking using links induced by language models
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Respect my authority!: HITS without hyperlinks, utilizing cluster-based language models
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
A new web page summarization method
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Sentence Similarity Based on Semantic Nets and Corpus Statistics
IEEE Transactions on Knowledge and Data Engineering
Pushing task relevant web links down to the desktop
WIDM '06 Proceedings of the 8th annual ACM international workshop on Web information and data management
Summarizing local context to personalize global web search
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
A system for query-specific document summarization
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Extractive summarization using inter- and intra- event relevance
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Using random walks for question-focused sentence retrieval
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Learning to detect conversation focus of threaded discussions
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Language model-based document clustering using random walks
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
LexNet: a graphical environment for graph-based NLP
COLING-ACL '06 Proceedings of the COLING/ACL on Interactive presentation sessions
Summarizing email conversations with clue words
Proceedings of the 16th international conference on World Wide Web
Ontology summarization based on rdf sentence graph
Proceedings of the 16th international conference on World Wide Web
Dependency-Based Construction of Semantic Space Models
Computational Linguistics
A comparison of sentence retrieval techniques
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Random walk term weighting for information retrieval
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Information Processing and Management: an International Journal
Automatic summarising: The state of the art
Information Processing and Management: an International Journal
Document concept lattice for text understanding and summarization
Information Processing and Management: an International Journal
Dynamic Summarization: Another Stride Towards Summarization
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Towards a unified approach to document similarity search using manifold-ranking of blocks
Information Processing and Management: an International Journal
Topic structure mining using temporal co-occurrence
Proceedings of the 2nd international conference on Ubiquitous information management and communication
A Hybrid Technique for English-Chinese Cross Language Information Retrieval
ACM Transactions on Asian Language Information Processing (TALIP)
Gcon: a graph-based technique for resolving ambiguity in query translation candidates
Proceedings of the 2008 ACM symposium on Applied computing
Semantic text similarity using corpus-based word similarity and string similarity
ACM Transactions on Knowledge Discovery from Data (TKDD)
Expert Systems with Applications: An International Journal
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
A comparative evaluation of different link types on enhancing document clustering
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
TSCAN: a novel method for topic summarization and content anatomy
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
GA, MR, FFNN, PNN and GMM based models for automatic text summarization
Computer Speech and Language
Summarization system evaluation revisited: N-gram graphs
ACM Transactions on Speech and Language Processing (TSLP)
AdaSum: an adaptive model for summarization
Proceedings of the 17th ACM conference on Information and knowledge management
Using query expansion in graph-based approach for query-focused multi-document summarization
Information Processing and Management: an International Journal
Biased LexRank: Passage retrieval using random walks with question-based priors
Information Processing and Management: an International Journal
A complex network approach to text summarization
Information Sciences: an International Journal
An Ontology-Based Approach to Text Summarization
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
User-oriented document summarization through vision-based eye-tracking
Proceedings of the 14th international conference on Intelligent user interfaces
Choose the Damping, Choose the Ranking?
WAW '09 Proceedings of the 6th International Workshop on Algorithms and Models for the Web-Graph
Expert Systems with Applications: An International Journal
Query-Oriented Summarization Based on Neighborhood Graph Model
ICCPOL '09 Proceedings of the 22nd International Conference on Computer Processing of Oriental Languages. Language Technology for the Knowledge-based Economy
Cover Coefficient-Based Multi-document Summarization
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Improving the performance of the random walk model for answering complex questions
HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers
Mining International Academic Conference Programs on the Web
Proceedings of the 2007 conference on Information Modelling and Knowledge Bases XVIII
Tracking the dynamic evolution of participant salience in a discussion
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Scientific paper summarization using citation summary networks
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Update summarization based on novel topic distribution
Proceedings of the 9th ACM symposium on Document engineering
CBSEAS, a summarization system integration of opinion mining techniques to summarize blogs
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics: Demonstrations Session
Company-oriented extractive summarization of financial news
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Two graph-based algorithms for state-of-the-art WSD
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Selecting sentences for answering complex questions
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Topic-driven multi-document summarization with encyclopedic knowledge and spreading activation
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Question utility: a novel static ranking of question search
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
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
Using citations to generate surveys of scientific paradigms
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Affinity measures based on the graph Laplacian
TextGraphs-3 Proceedings of the 3rd Textgraphs Workshop on Graph-Based Algorithms for Natural Language Processing
Concept-graph based biomedical automatic summarization using ontologies
TextGraphs-3 Proceedings of the 3rd Textgraphs Workshop on Graph-Based Algorithms for Natural Language Processing
Visual ContextRank for web image re-ranking
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Summarizing Documents by Measuring the Importance of a Subset of Vertices within a Graph
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Complex question answering: unsupervised learning approaches and experiments
Journal of Artificial Intelligence Research
Learning to recommend questions based on user ratings
Proceedings of the 18th ACM conference on Information and knowledge management
iRANK: an interactive ranking framework and its application in query-focused summarization
Proceedings of the 18th ACM conference on Information and knowledge management
Graph-based text representation for novelty detection
TextGraphs-1 Proceedings of the First Workshop on Graph Based Methods for Natural Language Processing
Measuring aboutness of an entity in a text
TextGraphs-1 Proceedings of the First Workshop on Graph Based Methods for Natural Language Processing
A study of two graph algorithms in topic-driven summarization
TextGraphs-1 Proceedings of the First Workshop on Graph Based Methods for Natural Language Processing
Summarizing definition from Wikipedia
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
A document-sensitive graph model for multi-document summarization
Knowledge and Information Systems
Exploiting neighborhood knowledge for single document summarization and keyphrase extraction
ACM Transactions on Information Systems (TOIS)
Detection of Difference between News Articles on the Same Topic Based on Sequential Comparison
Proceedings of the 2010 conference on Information Modelling and Knowledge Bases XXI
Choose the damping, choose the ranking?
Journal of Discrete Algorithms
GSPSummary: a graph-based sub-topic partition algorithm for summarization
AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
A cluster-sensitive graph model for query-oriented multi-document summarization
ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval
Sentence similarity measurement based on shallow parsing
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 7
Fuzzy swarm diversity hybrid model for text summarization
Information Processing and Management: an International Journal
DivRank: the interplay of prestige and diversity in information networks
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
A short text modeling method combining semantic and statistical information
Information Sciences: an International Journal
PageRank without hyperlinks: Structural reranking using links induced by language models
ACM Transactions on Information Systems (TOIS)
Using confusion networks for speech summarization
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Quantifying the limits and success of extractive summarization systems across domains
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Multi-document summarization via budgeted maximization of submodular functions
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
A risk minimization framework for extractive speech summarization
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Identifying non-explicit citing sentences for citation-based summarization
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
A new approach to improving multilingual summarization using a genetic algorithm
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Wrapping up a summary: from representation to generation
ACLShort '10 Proceedings of the ACL 2010 Conference Short Papers
Improving summarization of biomedical documents using word sense disambiguation
BioNLP '10 Proceedings of the 2010 Workshop on Biomedical Natural Language Processing
Summarizing contrastive viewpoints in opinionated text
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
A discourse-aware graph-based content-selection framework
INLG '10 Proceedings of the 6th International Natural Language Generation Conference
Opinosis: a graph-based approach to abstractive summarization of highly redundant opinions
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
FactRank: random walks on a web of facts
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Citation summarization through keyphrase extraction
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Topic detection by topic model induced distance using biased initiation
AST/UCMA/ISA/ACN'10 Proceedings of the 2010 international conference on Advances in computer science and information technology
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
Improving automatic image captioning using text summarization techniques
TSD'10 Proceedings of the 13th international conference on Text, speech and dialogue
Automatic categorization and summarization of documentaries
Journal of Information Science
Estimating importance features for fact mining: with a case study in biography mining
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
Discourse indicators for content selection in summarization
SIGDIAL '10 Proceedings of the 11th Annual Meeting of the Special Interest Group on Discourse and Dialogue
MIEA: a mutual iterative enhancement approach for cross-domain sentiment classification
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Evaluations of user-driven ontology summarization
EKAW'10 Proceedings of the 17th international conference on Knowledge engineering and management by the masses
Enhancing credibility judgment of web search results
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Multi-document summarization of scientific corpora
Proceedings of the 2011 ACM Symposium on Applied Computing
Sentiment intensity: is it a good summary indicator
LTC'09 Proceedings of the 4th conference on Human language technology: challenges for computer science and linguistics
A random walk algorithm for automatic construction of domain-oriented sentiment lexicon
Expert Systems with Applications: An International Journal
Improving query focused summarization using look-ahead strategy
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
A latent topic extracting method based on events in a document and its application
HLT-SS '11 Proceedings of the ACL 2011 Student Session
Wikulu: an extensible architecture for integrating natural language processing techniques with wikis
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: Systems Demonstrations
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Tutorial Abstracts of ACL 2011
A pilot study of opinion summarization in conversations
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Discovery of topically coherent sentences for extractive summarization
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Coherent citation-based summarization of scientific papers
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Learning from collective human behavior to introduce diversity in lexical choice
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
A semantic graph-based approach to biomedical summarisation
Artificial Intelligence in Medicine
Using semantic information to answer complex questions
Canadian AI'11 Proceedings of the 24th Canadian conference on Advances in artificial intelligence
Pazesh: a graph-based approach to increase readability of automatic text summaries
Canadian AI'11 Proceedings of the 24th Canadian conference on Advances in artificial intelligence
Text summarization using Latent Semantic Analysis
Journal of Information Science
COMPENDIUM: a text summarization system for generating abstracts of research papers
NLDB'11 Proceedings of the 16th international conference on Natural language processing and information systems
Information Processing and Management: an International Journal
Automatic text summarization and small-world networks
Proceedings of the 11th ACM symposium on Document engineering
Web Page Summarization for Just-in-Time Contextual Advertising
ACM Transactions on Intelligent Systems and Technology (TIST)
From "identical" to "similar": fusing retrieved lists based on inter-document similarities
Journal of Artificial Intelligence Research
RELIN: relatedness and informativeness-based centrality for entity summarization
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part I
Learning to recommend questions based on public interest
Proceedings of the 20th ACM international conference on Information and knowledge management
A novel approach to update summarization using evolutionary manifold-ranking and spectral clustering
Expert Systems with Applications: An International Journal
Building document graphs for multiple news articles summarization: an event-based approach
ICCPOL'06 Proceedings of the 21st international conference on Computer Processing of Oriental Languages: beyond the orient: the research challenges ahead
Discovering overlapping communities of named entities
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Text summarisation in progress: a literature review
Artificial Intelligence Review
Generating aspect-oriented multi-document summarization with event-aspect model
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Graph-based term weighting for information retrieval
Information Retrieval
Topic structure mining for document sets using graph-based analysis
DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications
ACM Transactions on Speech and Language Processing (TSLP)
Modeling and evaluating summaries using complex networks
PROPOR'06 Proceedings of the 7th international conference on Computational Processing of the Portuguese Language
Topic structure mining using pagerank without hyperlinks
ICADL'06 Proceedings of the 9th international conference on Asian Digital Libraries: achievements, Challenges and Opportunities
ACM Transactions on Information Systems (TOIS)
Revisiting centrality-as-relevance: support sets and similarity as geometric proximity
Journal of Artificial Intelligence Research
Resolving ambiguity in biomedical text to improve summarization
Information Processing and Management: an International Journal
Information Processing and Management: an International Journal
On using a quantum physics formalism for multidocument summarization
Journal of the American Society for Information Science and Technology
Combining summaries using unsupervised rank aggregation
CICLing'12 Proceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part II
Multi-document summarization exploiting frequent itemsets
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Disputed sentence suggestion towards credibility-oriented web search
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
PROPOR'12 Proceedings of the 10th international conference on Computational Processing of the Portuguese Language
Summarizing speech by contextual reinforcement of important passages
PROPOR'12 Proceedings of the 10th international conference on Computational Processing of the Portuguese Language
MCMR: Maximum coverage and minimum redundant text summarization model
Expert Systems with Applications: An International Journal
Degree centrality for semantic abstraction summarization of therapeutic studies
Journal of Biomedical Informatics
GenDocSum+MCLR: Generic document summarization based on maximum coverage and less redundancy
Expert Systems with Applications: An International Journal
A unified graph model for Chinese product review summarization using richer information
Proceedings of the First International Workshop on Issues of Sentiment Discovery and Opinion Mining
Diversity in ranking using negative reinforcement
Proceedings of the ACM SIGKDD Workshop on Mining Data Semantics
BipRank: ranking and summarizing RDF vocabulary descriptions
JIST'11 Proceedings of the 2011 joint international conference on The Semantic Web
DualSum: a topic-model based approach for update summarization
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
Large-margin learning of submodular summarization models
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
Harnessing NLP techniques in the processes of multilingual content management
EACL '12 Proceedings of the Demonstrations at the 13th Conference of the European Chapter of the Association for Computational Linguistics
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Summarization of historical articles using temporal event clustering
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Challenges and solutions in the opinion summarization of user-generated content
Journal of Intelligent Information Systems
Sentence clustering via projection over term clusters
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
PolyUCOMP: combining semantic vectors with skip bigrams for semantic textual similarity
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
A rule-based human interpretation system for semantic textual similarity task
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
Combining different summarization techniques for legal text
HYBRID '12 Proceedings of the Workshop on Innovative Hybrid Approaches to the Processing of Textual Data
Discovering diverse and salient threads in document collections
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Graph-based alignment of narratives for automated neurological assessment
BioNLP '12 Proceedings of the 2012 Workshop on Biomedical Natural Language Processing
Utilization of global ranking information in graph-based biomedical literature clustering
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
AUSUM: approach for unsupervised bug report summarization
Proceedings of the ACM SIGSOFT 20th International Symposium on the Foundations of Software Engineering
Joint topic modeling for event summarization across news and social media streams
Proceedings of the 21st ACM international conference on Information and knowledge management
Extractive speech summarization using evaluation metric-related training criteria
Information Processing and Management: an International Journal
Citation based summarisation of legal texts
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Enriching Documents with Examples: A Corpus Mining Approach
ACM Transactions on Information Systems (TOIS)
An effective recommendation method for cold start new users using trust and distrust networks
Information Sciences: an International Journal
Semantic-preservingword clouds by seam carving
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
A zipf-like distant supervision approach for multi-document summarization using wikinews articles
SPIRE'12 Proceedings of the 19th international conference on String Processing and Information Retrieval
Multiple documents summarization based on evolutionary optimization algorithm
Expert Systems with Applications: An International Journal
Document summarisation on mobile devices using non-negative matrix factorisation
International Journal of Computer Applications in Technology
Towards Twitter context summarization with user influence models
Proceedings of the sixth ACM international conference on Web search and data mining
Rapid increase of the weighted shortest path length in key term concurrence network and its origin
CLSW'12 Proceedings of the 13th Chinese conference on Chinese Lexical Semantics
NE-Rank: A Novel Graph-Based Keyphrase Extraction in Twitter
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Updating users about time critical events
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
An integrated semantic-based approach in concept based video retrieval
Multimedia Tools and Applications
Onomatology and content analysis of ergodic literature
Proceedings of the 3rd Narrative and Hypertext Workshop
A genetic graph-based clustering approach to biomedical summarization
Proceedings of the 3rd International Conference on Web Intelligence, Mining and Semantics
Exploring hypergraph-based semi-supervised ranking for query-oriented summarization
Information Sciences: an International Journal
Sumblr: continuous summarization of evolving tweet streams
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Personalized time-aware tweets summarization
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Self reinforcement for important passage retrieval
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Mapping queries to questions: towards understanding users' information needs
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Ranking explanatory sentences for opinion summarization
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Structured summarization for news events
Proceedings of the 22nd international conference on World Wide Web companion
Feeding the second screen: semantic linking based on subtitles
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
Learning from the crowd: an evolutionary mutual reinforcement model for analyzing events
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Content coverage maximization on word networks for hierarchical topic summarization
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Compact explanatory opinion summarization
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Graph-of-word and TW-IDF: new approach to ad hoc IR
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Generating extractive summaries of scientific paradigms
Journal of Artificial Intelligence Research
Combining co-clustering with noise detection for theme-based summarization
ACM Transactions on Speech and Language Processing (TSLP)
Multi-document summarization based on the Yago ontology
Expert Systems with Applications: An International Journal
TopicDSDR: combining topic decomposition and data reconstruction for summarization
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Summarization of legal texts with high cohesion and automatic compression rate
JSAI-isAI'12 Proceedings of the 2012 international conference on New Frontiers in Artificial Intelligence
A new benchmark dataset with production methodology for short text semantic similarity algorithms
ACM Transactions on Speech and Language Processing (TSLP)
Expert Systems with Applications: An International Journal
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Editorial: COMPENDIUM: A text summarization system for generating abstracts of research papers
Data & Knowledge Engineering
Summarization of scientific documents by detecting common facts in citations
Future Generation Computer Systems
CoBAn: A context based model for data leakage prevention
Information Sciences: an International Journal
PSG: a two-layer graph model for document summarization
Frontiers of Computer Science: Selected Publications from Chinese Universities
Information Processing and Management: an International Journal
Story graphs: Tracking document set evolution using dynamic graphs
Intelligent Data Analysis - Dynamic Networks and Knowledge Discovery
Hi-index | 0.03 |
We introduce a stochastic graph-based method for computing relative importance of textual units for Natural Language Processing. We test the technique on the problem of Text Summarization (TS). Extractive TS relies on the concept of sentence salience to identify the most important sentences in a document or set of documents. Salience is typically defined in terms of the presence of particular important words or in terms of similarity to a centroid pseudo-sentence. We consider a new approach, LexRank, for computing sentence importance based on the concept of eigenvector centrality in a graph representation of sentences. In this model, a connectivity matrix based on intra-sentence cosine similarity is used as the adjacency matrix of the graph representation of sentences. Our system, based on LexRank ranked in first place in more than one task in the recent DUC 2004 evaluation. In this paper we present a detailed analysis of our approach and apply it to a larger data set including data from earlier DUC evaluations. We discuss several methods to compute centrality using the similarity graph. The results show that degree-based methods (including LexRank) outperform both centroid-based methods and other systems participating in DUC in most of the cases. Furthermore, the LexRank with threshold method outperforms the other degree-based techniques including continuous LexRank. We also show that our approach is quite insensitive to the noise in the data that may result from an imperfect topical clustering of documents.