C4.5: programs for machine learning
C4.5: programs for machine learning
The identification of important concepts in highly structured technical papers
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
A full-text retrieval system with a dynamic abstract generation function
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Highlights: language- and domain-independent automatic indexing terms for abstracting
Journal of the American Society for Information Science
A trainable document summarizer
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
WordNet: a lexical database for English
Communications of the ACM
Automatic condensation of electronic publications by sentence selection
Information Processing and Management: an International Journal - Special issue: summarizing text
Generating summaries from event data
Information Processing and Management: an International Journal - Special issue: summarizing text
New Methods in Automatic Extracting
Journal of the ACM (JACM)
SPSS Base 7.5; Applications Guide
SPSS Base 7.5; Applications Guide
Lexical cohesion computed by thesaural relations as an indicator of the structure of text
Computational Linguistics
Accurate methods for the statistics of surprise and coincidence
Computational Linguistics - Special issue on using large corpora: I
TextTiling: segmenting text into multi-paragraph subtopic passages
Computational Linguistics
Identifying topics by position
ANLC '97 Proceedings of the fifth conference on Applied natural language processing
Word association norms, mutual information, and lexicography
ACL '89 Proceedings of the 27th annual meeting on Association for Computational Linguistics
MITRE: description of the Alembic system used for MUC-6
MUC6 '95 Proceedings of the 6th conference on Message understanding
SRA: description of the SRA system as used for MUC-6
MUC6 '95 Proceedings of the 6th conference on Message understanding
Evaluating importance: a step towards text summarization
IJCAI'85 Proceedings of the 9th international joint conference on Artificial intelligence - Volume 2
The automatic creation of literature abstracts
IBM Journal of Research and Development
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
The automatic construction of large-scale corpora for summarization research
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
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
Learning Classification with Both Labeled and Unlabeled Data
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Automatic Text Summarization Using a Machine Learning Approach
SBIA '02 Proceedings of the 16th Brazilian Symposium on Artificial Intelligence: Advances in Artificial Intelligence
Automatic Text Summarization Using Unsupervised and Semi-supervised Learning
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
Learning for Text Summarization Using Labeled and Unlabeled Sentences
ICANN '01 Proceedings of the International Conference on Artificial Neural Networks
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
SUMMAC: a text summarization evaluation
Natural Language Engineering
Scalable generation of texts using causal and temporal expansions of sentences
Natural Language Engineering
Visualization-enabled multi-document summarization by Iterative Residual Rescaling
Natural Language Engineering
Extracting important sentences with support vector machines
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
Query-relevant summarization using FAQs
ACL '00 Proceedings of the 38th Annual Meeting on Association for Computational Linguistics
Identifying commented passages of documents using implicit hyperlinks
Proceedings of the seventeenth conference on Hypertext and hypermedia
Automatic legal text summarisation: experiments with summary structuring
ICAIL '05 Proceedings of the 10th international conference on Artificial intelligence and law
Multi-resolution information transmission in mobile environments
Mobile Information Systems
User-model based personalized summarization
Information Processing and Management: an International Journal
Extractive summarisation of legal texts
Artificial Intelligence and Law - AI & law in eGovernment and eDemocracy part I
Learning query-biased web page summarization
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Biomedical text summarisation using concept chains
International Journal of Data Mining and Bioinformatics
An Efficient Statistical Approach for Automatic Organic Chemistry Summarization
GoTAL '08 Proceedings of the 6th international conference on Advances in Natural Language Processing
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
Improving meeting summarization by focusing on user needs: a task-oriented evaluation
Proceedings of the 14th international conference on Intelligent user interfaces
Using coreference for question answering
CorefApp '99 Proceedings of the Workshop on Coreference and its Applications
Impact of linguistic analysis on the semantic graph coverage and learning of document extracts
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3
Towards multi-paper summarization reference information
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Document summarization using conditional random fields
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Incremental Personalised Summarisation with Novelty Detection
FQAS '09 Proceedings of the 8th International Conference on Flexible Query Answering Systems
Generating extracts with genetic algorithms
ECIR'03 Proceedings of the 25th European conference on IR research
Intertopic information mining for query-based summarization
Journal of the American Society for Information Science and Technology
SemanticRank: ranking keywords and sentences using semantic graphs
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Digital learning for summarizing Arabic documents
IceTAL'10 Proceedings of the 7th international conference on Advances in natural language processing
A language independent approach to multilingual text summarization
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
Applying regression models to query-focused multi-document summarization
Information Processing and Management: an International Journal
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
A computer-assisted qualitative data analysis framework for the engineering management domain
International Journal of Data Analysis Techniques and Strategies
Automatic text summarization based on word-clusters and ranking algorithms
ECIR'05 Proceedings of the 27th European conference on Advances in Information Retrieval Research
A behavioural mode research on user-focus summarization
Mathematical and Computer Modelling: An International Journal
Automatic generation of listing ads by reusing promotional texts
Proceedings of the 12th International Conference on Electronic Commerce: Roadmap for the Future of Electronic Business
Use of genetic algorithm for cohesive summary extraction to assist reading difficulties
Applied Computational Intelligence and Soft Computing
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A key problem in text summarization is finding a salience function which determines what information in the source should be included in the summary. This paper describes the use of machine learning on a training corpus of documents and their abstracts to discover salience functions which describe what combination of features is optimal for a given summarization task. The method addresses both "generic" and user-focused summaries.