Foundations of statistical natural language processing
Foundations of statistical natural language processing
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
The design and implementation of VAMPIRE
AI Communications - CASC
Wide-coverage semantic representations from a CCG parser
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Robust textual inference via learning and abductive reasoning
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3
Automatic learning of textual entailments with cross-pair similarities
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Effectively using syntax for recognizing false entailment
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Learning to recognize features of valid textual entailments
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
A logic-based semantic approach to recognizing textual entailment
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
CCGbank: A Corpus of CCG Derivations and Dependency Structures Extracted from the Penn Treebank
Computational Linguistics
Liberate Computer User from Programming
AMAST 2008 Proceedings of the 12th international conference on Algebraic Methodology and Software Technology
Formal Semantics in the Real World
GoTAL '08 Proceedings of the 6th international conference on Advances in Natural Language Processing
Computational Semantics and Knowledge Engineering
EKAW '08 Proceedings of the 16th international conference on Knowledge Engineering: Practice and Patterns
Textual Entailment Recognition Based on Structural Isomorphism
MICAI '08 Proceedings of the 7th Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
Efficient parsing with the product-free Lambek calculus
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Research Summary: Intelligent Natural Language Processing Techniques and Tools
ICLP '09 Proceedings of the 25th International Conference on Logic Programming
Answering Questions from Natural Language Using A-Prolog
ICLP '09 Proceedings of the 25th International Conference on Logic Programming
Lexical reference: a semantic matching subtask
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Recognizing textual entailment using a subsequence kernel method
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Knowledge derived from wikipedia for computing semantic relatedness
Journal of Artificial Intelligence Research
Encoding tree pair-based graphs in learning algorithms: the textual entailment recognition case
TextGraphs-3 Proceedings of the 3rd Textgraphs Workshop on Graph-Based Algorithms for Natural Language Processing
Towards a universal wordnet by learning from combined evidence
Proceedings of the 18th ACM conference on Information and knowledge management
An extensible toolkit for computational semantics
IWCS-8 '09 Proceedings of the Eighth International Conference on Computational Semantics
An extended model of natural logic
IWCS-8 '09 Proceedings of the Eighth International Conference on Computational Semantics
Wide-coverage parsing of speech transcripts
IWPT '09 Proceedings of the 11th International Conference on Parsing Technologies
What do we know about conversation participants: experiments on conversation entailment
SIGDIAL '09 Proceedings of the SIGDIAL 2009 Conference: The 10th Annual Meeting of the Special Interest Group on Discourse and Dialogue
Highlighting disputed claims on the web
Proceedings of the 19th international conference on World wide web
Syntactic/semantic structures for textual entailment recognition
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Assessing the role of discourse references in entailment inference
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Towards conversation entailment: an empirical investigation
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
LC graphs for the Lambek calculus with product
MOL'07/09 Proceedings of the 10th and 11th Biennial conference on The mathematics of language
A survey of paraphrasing and textual entailment methods
Journal of Artificial Intelligence Research
Towards better ontological support for recognizing textual entailment
EKAW'10 Proceedings of the 17th international conference on Knowledge engineering and management by the masses
Semantic representation of negation using focus detection
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Integrating logical representations with probabilistic information using Markov logic
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Feature analysis of Chinese textual entailment system
ROCLING '11 ROCLING 2011 Poster Papers
Recognizing Inference in Texts with Markov Logic Networks
ACM Transactions on Asian Language Information Processing (TALIP) - Special Issue on RITE
Leveraging Diverse Lexical Resources for Textual Entailment Recognition
ACM Transactions on Asian Language Information Processing (TALIP) - Special Issue on RITE
DeepPurple: estimating sentence semantic similarity using n-gram regression models and web snippets
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
ICT: a translation based method for cross-lingual textual entailment
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
BiuTee: a modular open-source system for recognizing textual entailment
ACL '12 Proceedings of the ACL 2012 System Demonstrations
Automatic answer validation using COGEX
CLEF'06 Proceedings of the 7th international conference on Cross-Language Evaluation Forum: evaluation of multilingual and multi-modal information retrieval
Terminological paraphrase extraction from scientific literature based on predicate argument tuples
Journal of Information Science
Learning to predict from textual data
Journal of Artificial Intelligence Research
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We use logical inference techniques for recognising textual entailment. As the performance of theorem proving turns out to be highly dependent on not readily available background knowledge, we incorporate model building, a technique borrowed from automated reasoning, and show that it is a useful robust method to approximate entailment. Finally, we use machine learning to combine these deep semantic analysis techniques with simple shallow word overlap; the resulting hybrid model achieves high accuracy on the RTE testset, given the state of the art. Our results also show that the different techniques that we employ perform very differently on some of the subsets of the RTE corpus and as a result, it is useful to use the nature of the dataset as a feature.