Centering: a framework for modeling the local coherence of discourse
Computational Linguistics
A trainable document summarizer
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
Survey of the state of the art in human language technology
Survey of the state of the art in human language technology
Auto-summarization of audio-video presentations
MULTIMEDIA '99 Proceedings of the seventh ACM international conference on Multimedia (Part 1)
Generic summaries for indexing in information retrieval
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Text summarization via hidden Markov models
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Machine learning in automated text categorization
ACM Computing Surveys (CSUR)
Information Retrieval
Using librarian techniques in automatic text summarization for information retrieval
Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries
Evaluating Natural Language Processing Systems: An Analysis and Review
Evaluating Natural Language Processing Systems: An Analysis and Review
Advances in Automatic Text Summarization
Advances in Automatic Text Summarization
Introduction to the special issue on summarization
Computational Linguistics - Summarization
Summarizing scientific articles: experiments with relevance and rhetorical status
Computational Linguistics - Summarization
Using hidden Markov modeling to decompose human-written summaries
Computational Linguistics - Summarization
Generating Text Summaries through the Relative Importance of Topics
IBERAMIA-SBIA '00 Proceedings of the International Joint Conference, 7th Ibero-American Conference on AI: Advances in Artificial Intelligence
Discourse Segmentation in Aid of Document Summarization
HICSS '00 Proceedings of the 33rd Hawaii International Conference on System Sciences-Volume 3 - Volume 3
Summarization evaluation using relative utility
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
TextTiling: segmenting text into multi-paragraph subtopic passages
Computational Linguistics
Generating natural language summaries from multiple on-line sources
Computational Linguistics - Special issue on natural language generation
SUMMAC: a text summarization evaluation
Natural Language Engineering
Cut and paste based text summarization
NAACL 2000 Proceedings of the 1st North American chapter of the Association for Computational Linguistics conference
The TIPSTER SUMMAC Text Summarization Evaluation
EACL '99 Proceedings of the ninth conference on European chapter of the Association for Computational Linguistics
Trainable, scalable summarization using robust NLP and machine learning
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 1
The automated acquisition of topic signatures for text summarization
COLING '00 Proceedings of the 18th conference on Computational linguistics - Volume 1
DiaSumm: flexible summarization of spontaneous dialogues in unrestricted domains
COLING '00 Proceedings of the 18th conference on Computational linguistics - Volume 2
Web-page classification through summarization
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Visualization-enabled multi-document summarization by Iterative Residual Rescaling
Natural Language Engineering
Information gain ratio as term weight: the case of summarization of IR results
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
BLEU: a method for automatic evaluation of machine translation
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Web-page summarization using clickthrough data
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Topic themes for multi-document summarization
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Learning to rank using gradient descent
ICML '05 Proceedings of the 22nd international conference on Machine learning
Sentence Fusion for Multidocument News Summarization
Computational Linguistics
Multi-answer-focused multi-document summarization using a question-answering engine
ACM Transactions on Asian Language Information Processing (TALIP)
A text categorization based on summarization technique
RANLPIR '00 Proceedings of the ACL-2000 workshop on Recent advances in natural language processing and information retrieval: held in conjunction with the 38th Annual Meeting of the Association for Computational Linguistics - Volume 11
Automatic summarization of search engine hit lists
RANLPIR '00 Proceedings of the ACL-2000 workshop on Recent advances in natural language processing and information retrieval: held in conjunction with the 38th Annual Meeting of the Association for Computational Linguistics - Volume 11
Investigating the use of summarisation for interactive XML retrieval
Proceedings of the 2006 ACM symposium on Applied computing
Movie review mining and summarization
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Graph-based ranking algorithms for sentence extraction, applied to text summarization
ACLdemo '04 Proceedings of the ACL 2004 on Interactive poster and demonstration sessions
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Modeling local coherence: an entity-based approach
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
QARLA: a framework for the evaluation of text summarization systems
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Answer extraction, semantic clustering, and extractive summarization for clinical question answering
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Multi-answer-focused multi-document summarization using a question-answering engine
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Automatically learning cognitive status for multi-document summarization of newswire
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Recognizing contextual polarity in phrase-level sentiment analysis
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
ParaEval: using paraphrases to evaluate summaries automatically
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Choosing the content of textual summaries of large time-series data sets
Natural Language Engineering
Text mining techniques for patent analysis
Information Processing and Management: an International Journal
Noise reduction through summarization for Web-page classification
Information Processing and Management: an International Journal
Automatic summarising: The state of the art
Information Processing and Management: an International Journal
Older versions of the ROUGEeval summarization evaluation system were easier to fool
Information Processing and Management: an International Journal
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
QCS: A system for querying, clustering and summarizing documents
Information Processing and Management: an International Journal
Two uses of anaphora resolution in summarization
Information Processing and Management: an International Journal
User-model based personalized summarization
Information Processing and Management: an International Journal
A system for summary-document similarity in notary domain
DEXA '07 Proceedings of the 18th International Conference on Database and Expert Systems Applications
Multidocument Summary Generation: Using Informative and Event Words
ACM Transactions on Asian Language Information Processing (TALIP)
'Show me more': Incremental length summarisation using novelty detection
Information Processing and Management: an International Journal
Information Processing and Management: an International Journal
Introduction to Information Retrieval
Introduction to Information Retrieval
Summarizing and referring: towards cohesive extracts
Proceedings of the eighth ACM symposium on Document engineering
Summarization system evaluation revisited: N-gram graphs
ACM Transactions on Speech and Language Processing (TSLP)
Question Answering Summarization of Multiple Biomedical Documents
CAI '07 Proceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Multilingual Feature-Driven Opinion Extraction and Summarization from Customer Reviews
NLDB '08 Proceedings of the 13th international conference on Natural Language and Information Systems: Applications of Natural Language to Information Systems
Aspect-Based Personalized Text Summarization
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Opinion Mining and Sentiment Analysis
Foundations and Trends in Information Retrieval
A novel approach to enable semantic and visual image summarization for exploratory image search
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Single Document Summarization Based on Local Topic Identification and Word Frequency
MICAI '08 Proceedings of the 2008 Seventh Mexican International Conference on Artificial Intelligence
Generating Personalized Summaries Using Publicly Available Web Documents
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Natural Language Engineering
The Decomposition of Human-Written Book Summaries
CICLing '09 Proceedings of the 10th International Conference on Computational Linguistics and Intelligent Text Processing
Coreference-inspired coherence modeling
HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers
Correlation between ROUGE and human evaluation of extractive meeting summaries
HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers
FastSum: fast and accurate query-based multi-document summarization
HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers
Support vector machines for query-focused summarization trained and evaluated on pyramid data
ACL '07 Proceedings of the 45th Annual Meeting of the ACL on Interactive Poster and Demonstration Sessions
Computing lexical chains with graph clustering
ACL '07 Proceedings of the 45th Annual Meeting of the ACL: Student Research Workshop
Improving Legal Document Summarization Using Graphical Models
Proceedings of the 2006 conference on Legal Knowledge and Information Systems: JURIX 2006: The Nineteenth Annual Conference
Advances in Open Domain Question Answering
Advances in Open Domain Question Answering
Multi-document summarization by sentence extraction
NAACL-ANLP-AutoSum '00 Proceedings of the 2000 NAACL-ANLP Workshop on Automatic Summarization
A comparison of rankings produced by summarization evaluation measures
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
Mind the gap: dangers of divorcing evaluations of summary content from linguistic quality
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
Extractive summarization using supervised and semi-supervised learning
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Using coreference chains for text summarization
CorefApp '99 Proceedings of the Workshop on Coreference and its Applications
An approach to summarizing short stories
EACL '06 Proceedings of the Eleventh Conference of the European Chapter of the Association for Computational Linguistics: Student Research Workshop
Sentiment summarization: evaluating and learning user preferences
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Revisiting readability: a unified framework for predicting text quality
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
A Gradual Combination of Features for Building Automatic Summarisation Systems
TSD '09 Proceedings of the 12th International Conference on Text, Speech and Dialogue
Automatic text summarization of newswire: lessons learned from the document understanding conference
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3
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
Contrastive summarization: an experiment with consumer reviews
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
Towards building a competitive opinion summarization system: challenges and keys
SRWS '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Companion Volume: Student Research Workshop and Doctoral Consortium
LexRank: graph-based lexical centrality as salience in text summarization
Journal of Artificial Intelligence Research
Concept-graph based biomedical automatic summarization using ontologies
TextGraphs-3 Proceedings of the 3rd Textgraphs Workshop on Graph-Based Algorithms for Natural Language Processing
Automatic evaluation of text coherence: models and representations
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
DEPEVAL(summ): dependency-based evaluation for automatic summaries
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
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
A classification algorithm for predicting the structure of summaries
UCNLG+Sum '09 Proceedings of the 2009 Workshop on Language Generation and Summarisation
Non-textual event summarization by applying machine learning to template-based language generation
UCNLG+Sum '09 Proceedings of the 2009 Workshop on Language Generation and Summarisation
INLG '08 Proceedings of the Fifth International Natural Language Generation Conference
Anaphora resolution: to what extent does it help nlp applications?
DAARC'07 Proceedings of the 6th discourse anaphora and anaphor resolution conference on Anaphora: analysis, algorithms and applications
A new hybrid summarizer based on vector space model, statistical physics and linguistics
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Lexical cohesion based topic modeling for summarization
CICLing'08 Proceedings of the 9th international conference on Computational linguistics and intelligent text processing
Automatic text summarization of scientific articles based on classification of extract's population
CICLing'03 Proceedings of the 4th international conference on Computational linguistics and intelligent text processing
Formal and functional assessment of the pyramid method for summary content evaluation*
Natural Language Engineering
HLT-SRWS '10 Proceedings of the NAACL HLT 2010 Student Research Workshop
Generating image descriptions using dependency relational patterns
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Summarizing threads in blogs using opinion polarity
eETTs '09 Proceedings of the Workshop on Events in Emerging Text Types
Experiments on summary-based opinion classification
CAAGET '10 Proceedings of the NAACL HLT 2010 Workshop on Computational Approaches to Analysis and Generation of Emotion in Text
Improving automatic image captioning using text summarization techniques
TSD'10 Proceedings of the 13th international conference on Text, speech and dialogue
Summarisation through discourse structure
CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text Processing
GEMS: generative modeling for evaluation of summaries
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
Quantitative evaluation of grammaticality of summaries
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
Towards a unified approach based on affinity graph to various multi-document summarizations
ECDL'07 Proceedings of the 11th European conference on Research and Advanced Technology for Digital Libraries
An improved evolutionary algorithm for extractive text summarization
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
Summary evaluation: together we stand NPowER-ed
CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume 2
Extractive single-document summarization based on genetic operators and guided local search
Expert Systems with Applications: An International Journal
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This paper contains a large literature review in the research field of Text Summarisation (TS) based on Human Language Technologies (HLT). TS helps users manage the vast amount of information available, by condensing documents' content and extracting the most relevant facts or topics included in them. The rapid development of emerging technologies poses new challenges to this research field, which still need to be solved. Therefore, it is essential to analyse its progress over the years, and provide an overview of the past, present and future directions, highlighting the main advances achieved and outlining remaining limitations. With this purpose, several important aspects are addressed within the scope of this survey. On the one hand, the paper aims at giving a general perspective on the state-of-the-art, describing the main concepts, as well as different summarisation approaches, and relevant international forums. Furthermore, it is important to stress upon the fact that the birth of new requirements and scenarios has led to new types of summaries with specific purposes (e.g. sentiment-based summaries), and novel domains within which TS has proven to be also suitable for (e.g. blogs). In addition, TS is successfully combined with a number of intelligent systems based on HLT (e.g. information retrieval, question answering, and text classification). On the other hand, a deep study of the evaluation of summaries is also conducted in this paper, where the existing methodologies and systems are explained, as well as new research that has emerged concerning the automatic evaluation of summaries' quality. Finally, some thoughts about TS in general and its future will encourage the reader to think of novel approaches, applications and lines to conduct research in the next years. The analysis of these issues allows the reader to have a wide and useful background on the main important aspects of this research field.