Foundations of statistical natural language processing
Foundations of statistical natural language processing
The Theory and Practice of Discourse Parsing and Summarization
The Theory and Practice of Discourse Parsing and Summarization
A maximum-entropy-inspired parser
NAACL 2000 Proceedings of the 1st North American chapter of the Association for Computational Linguistics conference
Scaling to very very large corpora for natural language disambiguation
ACL '01 Proceedings of the 39th Annual Meeting on Association for Computational Linguistics
Building a discourse-tagged corpus in the framework of Rhetorical Structure Theory
SIGDIAL '01 Proceedings of the Second SIGdial Workshop on Discourse and Dialogue - Volume 16
Towards topic-based summarization for interactive document viewing
Proceedings of the 2nd international conference on Knowledge capture
Learning cross-document structural relationships using boosting
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Topic themes for multi-document summarization
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Anaphora and Discourse Structure
Computational Linguistics
Acquiring causal knowledge from text using the connective marker tame
ACM Transactions on Asian Language Information Processing (TALIP)
Information Processing and Management: an International Journal
Mining explanation knowledge from textual data
ACST'06 Proceedings of the 2nd IASTED international conference on Advances in computer science and technology
Mining causality knowledge from textual data
AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
Acquiring the meaning of discourse markers
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Modelling the substitutability of discourse connectives
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Walking the path: a new journey to explore and discover through visual analytics
Information Visualization - Special issue on visual analysis of human dynamics
Automatic summarising: The state of the art
Information Processing and Management: an International Journal
Information Processing and Management: an International Journal
ACM Transactions on Asian Language Information Processing (TALIP)
Using automatically labelled examples to classify rhetorical relations: An assessment
Natural Language Engineering
Mining Causality from Texts for Question Answering System
IEICE - Transactions on Information and Systems
Prosodic correlates of rhetorical relations
ACTS '09 Proceedings of the HLT-NAACL 2006 Workshop on Analyzing Conversations in Text and Speech
Study on Sentence Relations in the Automatic Detection of Argumentation in Legal Cases
Proceedings of the 2007 conference on Legal Knowledge and Information Systems: JURIX 2007: The Twentieth Annual Conference
Zone identification in biology articles as a basis for information extraction
JNLPBA '04 Proceedings of the International Joint Workshop on Natural Language Processing in Biomedicine and its Applications
Generative content models for structural analysis of medical abstracts
BioNLP '06 Proceedings of the Workshop on Linking Natural Language Processing and Biology: Towards Deeper Biological Literature Analysis
Negation, contrast and contradiction in text processing
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Contextual semantic annotations: modelling and automatic extraction
Proceedings of the fifth international conference on Knowledge capture
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Using phrasal patterns to identify discourse relations
NAACL-Short '06 Proceedings of the Human Language Technology Conference of the NAACL, Companion Volume: Short Papers
Learning sentence-internal temporal relations
Journal of Artificial Intelligence Research
Know-why extraction from textual data for supporting what question
KRAQ '08 Coling 2008: Proceedings of the workshop on Knowledge and Reasoning for Answering Questions
Generative content models for structural analysis of medical abstracts
LNLBioNLP '06 Proceedings of the HLT-NAACL BioNLP Workshop on Linking Natural Language and Biology
Using conditional random fields for result identification in biomedical abstracts
Integrated Computer-Aided Engineering
Genre distinctions for discourse in the Penn TreeBank
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
Automatic sense prediction for implicit discourse relations in text
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
Reliable discourse markers for contrast relations
IWCS-8 '09 Proceedings of the Eighth International Conference on Computational Semantics
Recognizing implicit discourse relations in the Penn Discourse Treebank
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
Information Processing and Management: an International Journal
Using topic themes for multi-document summarization
ACM Transactions on Information Systems (TOIS)
A study to improve the efficiency of a discourse parsing system
CICLing'03 Proceedings of the 4th international conference on Computational linguistics and intelligent text processing
Kernel based discourse relation recognition with temporal ordering information
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Emotion cause detection with linguistic constructions
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Automatic learning of discourse relations in Swedish using cue phrases
IceTAL'10 Proceedings of the 7th international conference on Advances in natural language processing
Towards semi-supervised classification of discourse relations using feature correlations
SIGDIAL '10 Proceedings of the 11th Annual Meeting of the Special Interest Group on Discourse and Dialogue
Using entity features to classify implicit discourse relations
SIGDIAL '10 Proceedings of the 11th Annual Meeting of the Special Interest Group on Discourse and Dialogue
The effects of discourse connectives prediction on implicit discourse relation recognition
SIGDIAL '10 Proceedings of the 11th Annual Meeting of the Special Interest Group on Discourse and Dialogue
Realization of discourse relations by other means: alternative lexicalizations
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Predicting discourse connectives for implicit discourse relation recognition
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Explanation knowledge graph construction through causality extraction from texts
Journal of Computer Science and Technology
Automatic identification of cause-effect relations in tamil using CRFs
CICLing'11 Proceedings of the 12th international conference on Computational linguistics and intelligent text processing - Volume Part I
Comparing approaches to tag discourse relations
CICLing'11 Proceedings of the 12th international conference on Computational linguistics and intelligent text processing - Volume Part I
Semi-supervised discourse relation classification with structural learning
CICLing'11 Proceedings of the 12th international conference on Computational linguistics and intelligent text processing - Volume Part I
The exploitation of spatial information in narrative discourse
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
Evaluating temporal graphs built from texts via transitive reduction
Journal of Artificial Intelligence Research
Combining labeled and unlabeled data for learning cross-document structural relationships
IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing
Causal relation extraction using cue phrase and lexical pair probabilities
IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing
Finding discourse relations in student essays
CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text Processing
Unsupervised discovery of discourse relations for eliminating intra-sentence polarity ambiguities
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Modelling discourse relations for Arabic
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
The use of granularity in rhetorical relation prediction
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
Text-level discourse parsing with rich linguistic features
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Chinese comma disambiguation for discourse analysis
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Learning verb inference rules from linguistically-motivated evidence
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Improving implicit discourse relation recognition through feature set optimization
SIGDIAL '12 Proceedings of the 13th Annual Meeting of the Special Interest Group on Discourse and Dialogue
Cross-argument inference for implicit discourse relation recognition
Proceedings of the 21st ACM international conference on Information and knowledge management
Discourse structure and language technology
Natural Language Engineering
Experiments in automated support for argument reconstruction
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Law
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We present an unsupervised approach to recognizing discourse relations of CONTRAST, EXPLANATION-EVIDENCE, CONDITION and ELABORATION that hold between arbitrary spans of texts. We show that discourse relation classifiers trained on examples that are automatically extracted from massive amounts of text can be used to distinguish between some of these relations with accuracies as high as 93%, even when the relations are not explicitly marked by cue phrases.