C4.5: programs for machine learning
C4.5: programs for machine learning
Statistical methods for speech recognition
Statistical methods for speech recognition
The decomposition of human-written summary sentences
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Information retrieval as statistical translation
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
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
Seeing the whole in parts: text summarization for web browsing on handheld devices
Proceedings of the 10th international conference on World Wide Web
Advances in Automatic Text Summarization
Advances in Automatic Text Summarization
The mathematics of statistical machine translation: parameter estimation
Computational Linguistics - Special issue on using large corpora: II
Computational Linguistics
A stochastic parts program and noun phrase parser for unrestricted text
ANLC '88 Proceedings of the second conference on Applied natural language processing
The automatic translation of discourse structures
NAACL 2000 Proceedings of the 1st North American chapter of the Association for Computational Linguistics conference
Forest-based statistical sentence generation
NAACL 2000 Proceedings of the 1st North American chapter of the Association for Computational Linguistics conference
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
Statistical decision-tree models for parsing
ACL '95 Proceedings of the 33rd annual meeting on Association for Computational Linguistics
Motivations and methods for text simplification
COLING '96 Proceedings of the 16th conference on Computational linguistics - Volume 2
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
Improving summaries by revising them
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
Sentence ordering in multidocument summarization
HLT '01 Proceedings of the first international conference on Human language technology research
Query-relevant summarization using FAQs
ACL '00 Proceedings of the 38th Annual Meeting on Association for Computational Linguistics
Headline generation based on statistical translation
ACL '00 Proceedings of the 38th Annual Meeting on Association for Computational Linguistics
Title generation for machine-translated documents
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Learning to parse database queries using inductive logic programming
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 2
Automatic discourse structure detection using shallow textual continuity
International Journal of Human-Computer Studies
Introduction to the special issue on statistical language modeling
ACM Transactions on Asian Language Information Processing (TALIP)
Example-based sentence reduction using the hidden markov model
ACM Transactions on Asian Language Information Processing (TALIP)
A noisy-channel approach to question answering
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1
Towards interactive text understanding
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 2
FNDS: a dialogue-based system for accessing digested financial news
Journal of Systems and Software
Sentence Fusion for Multidocument News Summarization
Computational Linguistics
Induction of Word and Phrase Alignments for Automatic Document Summarization
Computational Linguistics
A sentence reduction using syntax control
AsianIR '03 Proceedings of the sixth international workshop on Information retrieval with Asian languages - Volume 11
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
A Flexible Content Adaptation System Using a Rule-Based Approach
IEEE Transactions on Knowledge and Data Engineering
Supervised and unsupervised learning for sentence compression
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Probabilistic sentence reduction using support vector machines
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Discourse chunking and its application to sentence compression
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Constraint-based sentence compression an integer programming approach
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
CollabSum: exploiting multiple document clustering for collaborative single document summarizations
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
Multi-candidate reduction: Sentence compression as a tool for document summarization tasks
Information Processing and Management: an International Journal
Discriminative sentence compression with conditional random fields
Information Processing and Management: 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
Multi-document summarization via sentence-level semantic analysis and symmetric matrix factorization
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Computational Linguistics
Sentence Compression by Removing Recursive Structure from Parse Tree
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Enhancing diversity, coverage and balance for summarization through structure learning
Proceedings of the 18th international conference on World wide web
Search-based structured prediction
Machine Learning
Investigating lexical substitution scoring for subtitle generation
CoNLL-X '06 Proceedings of the Tenth Conference on Computational Natural Language Learning
Sentence compression beyond word deletion
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Is sentence compression an NLG task?
ENLG '09 Proceedings of the 12th European Workshop on Natural Language Generation
Clustering and matching headlines for automatic paraphrase acquisition
ENLG '09 Proceedings of the 12th European Workshop on Natural Language Generation
Seed and Grow: augmenting statistically generated summary sentences using schematic word patterns
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
Improved affinity graph based multi-document summarization
NAACL-Short '06 Proceedings of the Human Language Technology Conference of the NAACL, Companion Volume: Short Papers
NAACL-Short '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Companion Volume: Short Papers
Global inference for sentence compression an integer linear programming approach
Journal of Artificial Intelligence Research
Sentence compression as tree transduction
Journal of Artificial Intelligence Research
Biology based alignments of paraphrases for sentence compression
RTE '07 Proceedings of the ACL-PASCAL Workshop on Textual Entailment and Paraphrasing
From extractive to abstractive meeting summaries: can it be done by sentence compression?
ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
A syntax-free approach to Japanese sentence compression
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 2 - Volume 2
A comparison of model free versus model intensive approaches to sentence compression
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
Unsupervised induction of sentence compression rules
UCNLG+Sum '09 Proceedings of the 2009 Workshop on Language Generation and Summarisation
A parse-and-trim approach with information significance for Chinese sentence compression
UCNLG+Sum '09 Proceedings of the 2009 Workshop on Language Generation and Summarisation
Dependency tree based sentence compression
INLG '08 Proceedings of the Fifth International Natural Language Generation Conference
Exploiting neighborhood knowledge for single document summarization and keyphrase extraction
ACM Transactions on Information Systems (TOIS)
Document retrieval: shallow data, deep theories; historical reflections, potential directions
ECIR'03 Proceedings of the 25th European conference on IR research
Genetic algorithm based multi-document summarization
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Extracting concepts from religious knowledge resources and constructing classic analysis systems
LKR'08 Proceedings of the 3rd international conference on Large-scale knowledge resources: construction and application
Intertopic information mining for query-based summarization
Journal of the American Society for Information Science and Technology
Time-efficient creation of an accurate sentence fusion corpus
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
An extractive supervised two-stage method for sentence compression
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Automatic evaluation of linguistic quality in multi-document summarization
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Automatic generation of story highlights
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Bayesian synchronous tree-substitution grammar induction and its application to sentence compression
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
Soylent: a word processor with a crowd inside
UIST '10 Proceedings of the 23nd annual ACM symposium on User interface software and technology
Paraphrase generation as monolingual translation: data and evaluation
INLG '10 Proceedings of the 6th International Natural Language Generation Conference
On the limits of sentence compression by deletion
Empirical methods in natural language generation
Empirical methods in natural language generation
A survey of paraphrasing and textual entailment methods
Journal of Artificial Intelligence Research
Multimodal summarization of complex sentences
Proceedings of the 16th international conference on Intelligent user interfaces
Discourse constraints for document compression
Computational Linguistics
Integrating Document Clustering and Multidocument Summarization
ACM Transactions on Knowledge Discovery from Data (TKDD)
Simple English Wikipedia: a new text simplification task
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2
Learning to simplify sentences using Wikipedia
MTTG '11 Proceedings of the Workshop on Monolingual Text-To-Text Generation
Text specificity and impact on quality of news summaries
MTTG '11 Proceedings of the Workshop on Monolingual Text-To-Text Generation
Paraphrastic sentence compression with a character-based metric: tightening without deletion
MTTG '11 Proceedings of the Workshop on Monolingual Text-To-Text Generation
Evaluating sentence compression: pitfalls and suggested remedies
MTTG '11 Proceedings of the Workshop on Monolingual Text-To-Text Generation
Incorporating cross-document relationships between sentences for single document summarizations
ECDL'06 Proceedings of the 10th European conference on Research and Advanced Technology for Digital Libraries
Multi-document summarization based on unsupervised clustering
AIRS'06 Proceedings of the Third Asia conference on Information Retrieval Technology
Unsupervised learning of verb argument structures
CICLing'06 Proceedings of the 7th international conference on Computational Linguistics and Intelligent Text Processing
Multi-document summarization based on BE-Vector clustering
CICLing'06 Proceedings of the 7th international conference on Computational Linguistics and Intelligent Text Processing
A sentence compression module for machine-assisted subtitling
CICLing'06 Proceedings of the 7th international conference on Computational Linguistics and Intelligent Text Processing
Tiburon: a weighted tree automata toolkit
CIAA'06 Proceedings of the 11th international conference on Implementation and Application of Automata
An overview of probabilistic tree transducers for natural language processing
CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text Processing
CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text Processing
A generate and rank approach to sentence paraphrasing
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Learning to simplify sentences with quasi-synchronous grammar and integer programming
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Learning sentential paraphrases from bilingual parallel corpora for text-to-text generation
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Sentence compression learned by news headline for displaying in small device
AIRS'04 Proceedings of the 2004 international conference on Asian Information Retrieval Technology
Text compression by syntactic pruning
AI'06 Proceedings of the 19th international conference on Advances in Artificial Intelligence: Canadian Society for Computational Studies of Intelligence
Discourse segmentation for sentence compression
MICAI'11 Proceedings of the 10th Mexican international conference on Advances in Artificial Intelligence - Volume Part I
Weighted consensus multi-document summarization
Information Processing and Management: an International Journal
UCNLG+EVAL '11 Proceedings of the UCNLG+Eval: Language Generation and Evaluation Workshop
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
A behavioural mode research on user-focus summarization
Mathematical and Computer Modelling: An International Journal
Comparative document summarization via discriminative sentence selection
ACM Transactions on Knowledge Discovery from Data (TKDD)
NOMIT: automatic titling by nominalizing
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Sentence compression with semantic role constraints
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Short Papers - Volume 2
A hybrid system for Spanish text simplification
SLPAT '12 Proceedings of the Third Workshop on Speech and Language Processing for Assistive Technologies
Comparative Document Summarization via Discriminative Sentence Selection
ACM Transactions on Knowledge Discovery from Data (TKDD)
Research on chinese sentence compression for the title generation
CLSW'12 Proceedings of the 13th Chinese conference on Chinese Lexical Semantics
An abstractive approach to sentence compression
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Sections on Paraphrasing; Intelligent Systems for Socially Aware Computing; Social Computing, Behavioral-Cultural Modeling, and Prediction
Paraphrase acquisition via crowdsourcing and machine learning
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Sections on Paraphrasing; Intelligent Systems for Socially Aware Computing; Social Computing, Behavioral-Cultural Modeling, and Prediction
Sentence fusion for multidocument news summarization
Computational Linguistics
How can catchy titles be generated without loss of informativeness?
Expert Systems with Applications: An International Journal
Summarization of scientific documents by detecting common facts in citations
Future Generation Computer Systems
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When humans produce summaries of documents, they do not simply extract sentences and concatenate them. Rather, they create new sentences that are grammatical, that cohere with one another, and that capture the most salient pieces of information in the original document. Given that large collections of text/abstract pairs are available online, it is now possible to envision algorithms that are trained to mimic this process. In this paper, we focus on sentence compression, a simpler version of this larger challenge. We aim to achieve two goals simultaneously: our compressions should be grammatical, and they should retain the most important pieces of information. These two goals can conflict. We devise both a noisy-channel and a decision-tree approach to the problem, and we evaluate results against manual compressions and a simple baseline.