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| Domain Kernels for Word Sense Disambiguation This problem is known as the Knowledge Acquisition Bottleneck. To reach high accuracy, state-of-the-art systems for Word Sense Disambiguation (WSD) are designed according to a http://tcc.itc.it/people/gliozzo/Papers/Gliozzo-ACL-2005.pdf The RoleofNon-Ambiguous Words in Natural Language Disambiguation The RoleofNon-Ambiguous Words in Natural Language Disambiguation Rada Mihalcea Department of State-of-the-art in syntactic parsing in English is close to 88-89% (Collins 96 http://www.cse.unt.edu/~rada/papers/mihalcea.ranlp03.pdf Name Disambiguation Using Atomic Clusters Finally, the obtained clustering results will be taken as the disambiguation results. 5.2. K-means clustering with atomic clusters K-means is another state-of-the-art algorithm for the http://keg.cs.tsinghua.edu.cn/persons/tj/publications/WAIM08-Wang-et-al-Name-Disambiguation.pdf Title: Optimizing the Selection of Context in All Words Sense ... Problem Statement and Goals The overall goal of this thesis is to advance the state of the art in performing all words sense disambiguation. http://www.d.umn.edu/%7Ekolha002/Thesis_Proposal.pdf Exploiting Parallel Texts for Word Sense Disambiguation: An Empirical ... are current word alignment algorithms accurate enough for our purpose? (iii) Ultimately, using a state-of-the-art supervised WSD program, what is its disambiguation accuracy http://www.comp.nus.edu.sg/~nght/pubs/acl03_wsd.pdf IJCAI-07: Proceedings of the Twentieth International Joint Conference ... We assess their performance on standarddatasets, and show that the best measures perform comparably to state-of-the-art. 1 Introduction Word sense disambiguation (WSD), the ability to http://www.ijcai.org/papers07/Papers/IJCAI07-272.pdf IJCAI-07: Proceedings of the Twentieth International Joint Conference ... Our results show that these classes can significantly improve classifier performance over the state of the art re-sultsof unrestricted word sense disambiguation. 1 Introduction Perhaps http://www.ijcai.org/papers07/Papers/IJCAI07-264.pdf Statistical Sentence Condensation using Ambiguity Packing and ... Statistical Sentence Condensation using Ambiguity Packing and Stochastic Disambiguation Methods Overall summarization quality of the proposed system is state-of-the-art http://stefanriezler.com/PAPERS/NAACL03.pdf New Techniques for Disambiguation in Natural Language and Their ... Hatzivassiloglou et al. (2001) compare three existing state-of-the-art machine learning methods used for the gene/protein disambiguation problem: the C4.5 implementation of decision http://www.ai.mit.edu/projects/jmlr/papers/volume5/ginter04a/ginter04a.pdf Scalable Name Disambiguation using Multi-level Graph Partition We first carefully examine two of the state-of-the-art solutions to the name disambiguation problem, and point out their limitations with respect toscalability. http://www.siam.org/proceedings/datamining/2007/dm07_064ON.pdf Word Sense Disambiguation in Information Retrieval Revisited of 50 - 60% accuracy established as a breakeven point, contrasted with the performance of the top systems at SENSEVAL 2 [3], we note that state of the art all-words disambiguation has http://cms.dt.uh.edu/Faculty/ChenP/IR/p159-stokoe.pdf PageRankon Semantic Networks, with Application to Word Sense ... for instance a graph can be constructed so that it accounts for both the ISA and the P ART-OF relations between the vertices in the graph. 4 PageRank-based Word Sense Disambiguation In http://www.cs.unt.edu/~rada/papers/mihalcea.coling04.pdf Co-training and Self-training for Word Sense Disambiguation into any learning algorithm. We use Naive Bayes, since it was previously shown that in combination with the features we consider, can lead to a state-of-the-art disambiguation http://www.cs.unt.edu/~rada/papers/mihalcea.conll04.pdf LNAI 4213 - Efficient Name Disambiguation for Large-Scale Databases Efficient Name Disambiguation for Large-Scale Databases Jian Huan g 1,Seyda Ertekin 2, and C. faster and preserves the classificat ion accuracy rates of the state-of-the-art http://www.cse.psu.edu/~sertekin/Papers/PKDD06_NameDisambiguation.pdf MT Summit VIII WASP-Bench: an MT Lexicographers' Workstation Supporting State-of-the-art Lexical Disambiguation MT Summit VIII http://www.eamt.org/summitVIII/papers/kilgarriff.pdf Automated Word Sense Disambiguation for Web Information Retrieval An evaluation of the disambiguator's accuracy demonstrated that it had performance comparable with state-of-the-art disambiguation systems. The disambiguator was subsequently used to http://sigir.org/forum/2005J/stokoe_sigirforum_2005j.pdf Improving Statistical Machine Translation Using Word Sense ... we present first results witha new architecture that integrates a state-of-the-art WSD modelinto phrase-based SMT so as to perform multi-word phrasal lexical disambiguation, and http://acl.ldc.upenn.edu/D/D07/D07-1007.pdf Domain Kernels for Word Sense Disambiguation This problem is known as the Knowledge Acquisition Bottleneck. To reach high accuracy, state-of-the-art systems for Word Sense Disambiguation (WSD) are designed according to a http://acl.ldc.upenn.edu/P/P05/P05-1050.pdf Word sense disambiguation improves ststistical machine translation Recent research presents conflicting evi-denceonwhether word sense disambiguation (WSD In this paper, we successfully integrateastate-of-the-art WSD system into a http://www.mt-archive.info/ACL-2007-Chan.pdf Word sense disambiguation using automatically translated sense ... On binary disambiguation, perfor-manceofour unsupervised system has ap-proachedthatof the state-of-the-art supervised ones. On multi-way disambiguation, it has achieved a very http://www.mt-archive.info/EACL-2006-Wang.pdf Semi-Supervised Training of a Kernel PCA-Based Model for Word Sense ... 3.2 WhyisKPCAsuited to WSD? The potential of nonlinear principal components for WSD canbeillustrated by a simplified disambiguation example for the ambiguous target word"art", with http://www.cs.ust.hk/%7Edekai/library/WU_Dekai/SuCarpuatWu_COLING2004.pdf A Kernel PCAMethodf or Superior Word Sense Disambiguation shown that a KPCA-based model can significantly outperform state-of-the-art results from both na¨?ve Bayesaswellas maximum entropy models, for supervised word sense disambiguation. http://www.cs.ust.hk/%7Edekai/library/WU_Dekai/WuSuCarpuat_ACL2004.pdf Proceedings of the 45th Annual Meeting of the Association of ... Prague, 28 June 2007. c 2007 Association for Computational Linguistics Concept Disambiguation Our work is situated in the art and architecture domain, where highly specialized http://www.aclweb.org/anthology/W/W07/W07-0904 Introduction to the Special Issue on Word Sense Disambiguation: The ... Introduction to the Special Issue on Word Sense Disambiguation: The State of the Art http://www.aclweb.org/anthology/J98-1001 Word Sense Disambiguation: The State of the Art Word Sense Disambiguation: The State of the Art Nancy Ide * Jean Véronis ? Vassar College Université de Provence 1. Introduction The automatic disambiguation of word senses has http://www.cs.utah.edu/classes/cs6936/papers/ide-compling98.pdf Word Clustering and Disambiguation Based on Co Word Clustering and ... The overall disambiguation accuracy achieved by our method is 88.2%, which compares favorably against the accuracies obtained by the state-of-the-art disambiguation methods. 1. http://research.microsoft.com/users/hangli/HP_files/Li-NLE02.pdf Foreground and Background Lexicons and Word Sense Disambiguation for ... ITRI-97-04 Foreground and Background Lexicons and Word Sense Disambiguation for Information developed, there is agoodmatchbe-tween what is possible, given the state of the art http://www.kilgarriff.co.uk/Publications/1997-K-Frascati-ForegroundBackground.pdf a lexicographer'sworkbench supporting state-of-the-art word sense ... Adam Kilgarriff, Roger Evans, Rob Koeling Michael Rundell, David Tugwell http://www.kilgarriff.co.uk/Publications/2003-KilgEvansKoelingRundellTugwell-EACL-WASPSdemo.pdf Word Relatives in Context for Word Sense Disambiguation Proceedings of the 2006 Australasian Language Technology Workshop (ALTW2006) , pages 42-50. Word Relatives in Context for Word Sense Disambiguation David Martinez Computer Science http://www.alta.asn.au/events/altw2006/proceedings/martinezEtAl.pdf |
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