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Language Processing! The conference is organized under the auspices of SIGDAT, the ACL Special Interest Group for linguistic data and corpus-based approaches to natural language processing. It is co-located this year with ACL-IJCNLP 2009 in Singapore.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "EMNLP received 475 submissions, a new record. We were able to accept 163 papers in total (an acceptance rate of 34%). Of these, 96 (20%) were accepted for oral presentation, and 67 (14%) for poster presentation. The papers were selected by a program committee of 15 area chairs, from Asia, Europe, and North America, assisted by a panel of 389 reviewers. This year EMNLP again held an author response period. Authors were able to read and respond to the reviews of their paper before the program committee made a final decision. They were asked to correct factual errors in the reviews and answer questions raised in the reviewer comments.The intention was to help produce more accurate reviews. In some cases, reviewers changed their scores in view of the authors response and the area chairs read all responses carefully prior to making recommendations for acceptance.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "First and foremost, we would like to thank the authors who submitted their work to EMNLP. The sheer number of submissions reflects how broad and active our field is. We are deeply indebted to the area chairs and the reviewers for their hard work. They enabled us to select an exciting program and to provide valuable feedback to the authors. Additional thanks to the Publications Chair, David Chiang, who put this volume together. Jason Eisner helped us immensely by compiling a web site on \"How to Serve as Program Chair of a Conference.\" 1 Special thanks to David Yarowsky and Ken Church of SIGDAT who provided much valuable advice and assistance over the past months. We are akso grateful for the financial support from Microsoft. ", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null } ], "back_matter": [], "bib_entries": { "BIBREF0": { "ref_id": "b0", "title": "Convolution Kernels on Constituent, Dependency and Sequential Structures for Relation Extraction Truc-Vien T", "authors": [ { "first": "Alessandro", "middle": [], "last": "Nguyen", "suffix": "" }, { "first": "Giuseppe", "middle": [], "last": "Moschitti", "suffix": "" }, { "first": "", "middle": [ ". . . . . . . . . . . . . . . . . . ." ], "last": "Riccardi", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Convolution Kernels on Constituent, Dependency and Sequential Structures for Relation Extraction Truc-Vien T. Nguyen, Alessandro Moschitti and Giuseppe Riccardi . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF1": { "ref_id": "b1", "title": "Automatic Acquisition of the Argument-Predicate Relations from a Frame-Annotated Corpus Ekaterina Ovchinnikova", "authors": [ { "first": "Theodore", "middle": [], "last": "Alexandrov", "suffix": "" }, { "first": "Tonio", "middle": [ ". . . . . . . . . . . . . . ." ], "last": "Wandmacher", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Automatic Acquisition of the Argument-Predicate Relations from a Frame-Annotated Corpus Ekaterina Ovchinnikova, Theodore Alexandrov and Tonio Wandmacher . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF2": { "ref_id": "b2", "title": "Detecting Speculations and their Scopes in Scientific Text Arzucan\u00d6zg\u00fcr and Dragomir R", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Detecting Speculations and their Scopes in Scientific Text Arzucan\u00d6zg\u00fcr and Dragomir R. Radev . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF3": { "ref_id": "b3", "title": "Cross-Cultural Analysis of Blogs and Forums with Mixed-Collection Topic Models Michael", "authors": [ { "first": "Roxana", "middle": [], "last": "Paul", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "Girju", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Cross-Cultural Analysis of Blogs and Forums with Mixed-Collection Topic Models Michael Paul and Roxana Girju . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF4": { "ref_id": "b4", "title": "Consensus Training for Consensus Decoding in Machine Translation Adam Pauls", "authors": [ { "first": "John", "middle": [], "last": "Denero", "suffix": "" }, { "first": "Dan", "middle": [], "last": "Klein", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Consensus Training for Consensus Decoding in Machine Translation Adam Pauls, John Denero and Dan Klein . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF5": { "ref_id": "b5", "title": "Sense Disambiguation Methods to Classify Web Queries by Intent Emily Pitler and", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Using Word-Sense Disambiguation Methods to Classify Web Queries by Intent Emily Pitler and Ken Church . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF6": { "ref_id": "b6", "title": "Semi-Supervised Learning for Semantic Relation Classification using Stratified Sampling Strategy Longhua Qian, Guodong Zhou, Fang Kong and Qiaoming Zhu", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Semi-Supervised Learning for Semantic Relation Classification using Stratified Sampling Strategy Longhua Qian, Guodong Zhou, Fang Kong and Qiaoming Zhu . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF7": { "ref_id": "b7", "title": "Construction of a Blog Emotion Corpus for Chinese Emotional Expression Analysis Changqin Quan and Fuji Ren", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Construction of a Blog Emotion Corpus for Chinese Emotional Expression Analysis Changqin Quan and Fuji Ren . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF8": { "ref_id": "b8", "title": "A Probabilistic Model for Associative Anaphora Resolution Ryohei", "authors": [ { "first": "Sadao", "middle": [], "last": "Sasano", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "Kurohashi", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "A Probabilistic Model for Associative Anaphora Resolution Ryohei Sasano and Sadao Kurohashi . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF9": { "ref_id": "b9", "title": "Quantifier Scope Disambiguation Using Extracted Pragmatic Knowledge: Preliminary Results Prakash", "authors": [ { "first": "Alexander", "middle": [], "last": "Srinivasan", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "Yates", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Quantifier Scope Disambiguation Using Extracted Pragmatic Knowledge: Preliminary Results Prakash Srinivasan and Alexander Yates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF11": { "ref_id": "b11", "title": "Discovery of Term Variation in Japanese Web Search Queries Hisami", "authors": [ { "first": "Xiao", "middle": [], "last": "Suzuki", "suffix": "" }, { "first": "Jianfeng", "middle": [], "last": "Li", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "Gao", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Discovery of Term Variation in Japanese Web Search Queries Hisami Suzuki, Xiao Li and Jianfeng Gao . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF12": { "ref_id": "b12", "title": "Towards Domain-Independent Argumentative Zoning: Evidence from Chemistry and Computational Linguistics Simone Teufel", "authors": [ { "first": "Colin", "middle": [], "last": "Batchelor", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Towards Domain-Independent Argumentative Zoning: Evidence from Chemistry and Computational Lin- guistics Simone Teufel, Advaith Siddharthan and Colin Batchelor . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF13": { "ref_id": "b13", "title": "Character-level Analysis of Semi-Structured Documents for Set Expansion", "authors": [ { "first": "C", "middle": [], "last": "Richard", "suffix": "" }, { "first": "William", "middle": [ "W" ], "last": "Wang", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "Cohen", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Character-level Analysis of Semi-Structured Documents for Set Expansion Richard C. Wang and William W. Cohen . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF14": { "ref_id": "b14", "title": "Classifying Relations for Biomedical Named Entity Disambiguation Xinglong Wang, Jun'ichi Tsujii and", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Classifying Relations for Biomedical Named Entity Disambiguation Xinglong Wang, Jun'ichi Tsujii and Sophia Ananiadou . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF15": { "ref_id": "b15", "title": "Phrase Dependency Parsing for Opinion Mining Yuanbin", "authors": [ { "first": "Qi", "middle": [], "last": "Wu", "suffix": "" }, { "first": "Xuangjing", "middle": [], "last": "Zhang", "suffix": "" }, { "first": "Lide", "middle": [], "last": "Huang", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "Wu", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Phrase Dependency Parsing for Opinion Mining Yuanbin Wu, Qi Zhang, Xuangjing Huang and Lide Wu . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF16": { "ref_id": "b16", "title": "Polynomial to Linear: Efficient Classification with Conjunctive Features Naoki Yoshinaga and", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Polynomial to Linear: Efficient Classification with Conjunctive Features Naoki Yoshinaga and Masaru Kitsuregawa . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .", "links": null }, "BIBREF19": { "ref_id": "b19", "title": "Adapting a Polarity Lexicon using Integer Linear Programming for Domain-Specific Sentiment Classification Yejin Choi and Claire Cardie", "authors": [ { "first": ";", "middle": [], "last": "Friday", "suffix": "" }, { "first": "Hideki", "middle": [], "last": "Suzuki", "suffix": "" }, { "first": "Xavier", "middle": [], "last": "Isozaki", "suffix": "" }, { "first": "Michael", "middle": [], "last": "Carreras", "suffix": "" }, { "first": "", "middle": [], "last": "Collins", "suffix": "" } ], "year": 2009, "venue": "10 Improving Web Search Relevance with Semantic Features Yumao Lu, Fuchun Peng, Gilad Mishne, Xing Wei and Benoit Dumoulin Session 5C (MR209): Phonology and Morphology", "volume": "8", "issue": "", "pages": "45--57", "other_ids": {}, "num": null, "urls": [], "raw_text": "Friday, August 07, 2009 (continued) Session 4D (MR203): Syntax and Parsing I 8:45-9:10 An Empirical Study of Semi-supervised Structured Conditional Models for Dependency Parsing Jun Suzuki, Hideki Isozaki, Xavier Carreras and Michael Collins 9:10-9:35 Statistical Bistratal Dependency Parsing Richard Johansson 9:35-10:00 Improving Dependency Parsing with Subtrees from Auto-Parsed Data Wenliang Chen, Jun'ichi Kazama, Kiyotaka Uchimoto and Kentaro Torisawa 10:00-10:30 Coffee Break Session 5A (Theatre): Subjectivity and Sentiment II 10:30-10:55 Topic-wise, Sentiment-wise, or Otherwise? Identifying the Hidden Dimension for Unsu- pervised Text Classification Sajib Dasgupta and Vincent Ng 10:55-11:20 Adapting a Polarity Lexicon using Integer Linear Programming for Domain-Specific Sen- timent Classification Yejin Choi and Claire Cardie 11:20-11:45 Generating High-Coverage Semantic Orientation Lexicons From Overtly Marked Words and a Thesaurus Saif Mohammad, Cody Dunne and Bonnie Dorr 11:45-12:10 Matching Reviews to Objects using a Language Model Nilesh Dalvi, Ravi Kumar, Bo Pang and Andrew Tomkins xxxi Friday, August 07, 2009 (continued) Session 5B (MR208): Lexical Semantics II 10:30-10:55 EEG Responds to Conceptual Stimuli and Corpus Semantics Brian Murphy, Marco Baroni and Massimo Poesio 10:55-11:20 A Comparison of Windowless and Window-Based Computational Association Measures as Predictors of Syntagmatic Human Associations Justin Washtell and Katja Markert 11:20-11:45 Improving Verb Clustering with Automatically Acquired Selectional Preferences Lin Sun and Anna Korhonen 11:45-12:10 Improving Web Search Relevance with Semantic Features Yumao Lu, Fuchun Peng, Gilad Mishne, Xing Wei and Benoit Dumoulin Session 5C (MR209): Phonology and Morphology 10:30-10:55 Can Chinese Phonemes Improve Machine Transliteration?: A Comparative Study of English-to-Chinese Transliteration Models Jong-Hoon Oh, Kiyotaka Uchimoto and Kentaro Torisawa 10:55-11:20 Unsupervised Morphological Segmentation and Clustering with Document Boundaries Taesun Moon, Katrin Erk and Jason Baldridge 11:20-11:45 The Infinite HMM for Unsupervised PoS Tagging Jurgen Van Gael, Andreas Vlachos and Zoubin Ghahramani 11:45-12:10 A Simple Unsupervised Learner for POS Disambiguation Rules Given Only a Minimal Lexicon Qiuye Zhao and Mitch Marcus xxxii", "links": null }, "BIBREF20": { "ref_id": "b20", "title": ":15 Word Buffering Models for Improved Speech Repair Parsing Tim Miller 14:15-14:40 Less is More: Significance-Based N-gram Selection for Smaller, Better Language Models Robert C. Moore and Chris Quirk 14:40-15:05 Stream-based Randomised Language Models for SMT Abby Levenberg and Miles Osborne 15:05-15:30 Integrating Sentence-and Word-level Error Identification for", "authors": [ { "first": "I", "middle": [], "last": "Friday ; Antti-Veikko", "suffix": "" }, { "first": "Bing", "middle": [], "last": "Rosti", "suffix": "" }, { "first": "", "middle": [], "last": "Zhang", "suffix": "" } ], "year": 2009, "venue": "15 Estimating Semantic Distance Using Soft Semantic Constraints in Knowledge-Source -Corpus Hybrid Models Yuval Marton", "volume": "10", "issue": "", "pages": "5--15", "other_ids": {}, "num": null, "urls": [], "raw_text": "Friday, August 07, 2009 (continued) Session 5D (MR203): Machine Translation IV 10:30-10:55 Tree Kernel-based SVM with Structured Syntactic Knowledge for BTG-based Phrase Re- ordering Min Zhang and Haizhou Li 10:55-11:20 Discriminative Corpus Weight Estimation for Machine Translation Spyros Matsoukas, Antti-Veikko I. Rosti and Bing Zhang 11:20-11:45 Unsupervised Tokenization for Machine Translation Tagyoung Chung and Daniel Gildea 11:45-12:10 Synchronous Tree Adjoining Machine Translation Steve DeNeefe and Kevin Knight 12:10-13:50 Lunch Session 6A (Theatre): Speech and Language Modeling 13:50-14:15 Word Buffering Models for Improved Speech Repair Parsing Tim Miller 14:15-14:40 Less is More: Significance-Based N-gram Selection for Smaller, Better Language Models Robert C. Moore and Chris Quirk 14:40-15:05 Stream-based Randomised Language Models for SMT Abby Levenberg and Miles Osborne 15:05-15:30 Integrating Sentence-and Word-level Error Identification for Disfluency Correction Erin Fitzgerald, Frederick Jelinek and Keith Hall Friday, August 07, 2009 (continued) Session 6B (MR208): Semantic Similarity 13:50-14:15 Estimating Semantic Distance Using Soft Semantic Constraints in Knowledge-Source - Corpus Hybrid Models Yuval Marton, Saif Mohammad and Philip Resnik 14:15-14:40 Recognizing Textual Relatedness with Predicate-Argument Structures Rui Wang and Yi Zhang 14:40-15:05 Learning Term-weighting Functions for Similarity Measures Wen-tau Yih 15:05-15:30 A Relational Model of Semantic Similarity between Words using Automatically Extracted Lexical Pattern Clusters from the Web Danushka Bollegala, Yutaka Matsuo and Mitsuru Ishizuka Session 6C (MR209): Syntax and Parsing II 13:50-14:15 Unbounded Dependency Recovery for Parser Evaluation Laura Rimell, Stephen Clark and Mark Steedman 14:15-14:40 Parser Adaptation and Projection with Quasi-Synchronous Grammar Features David A. Smith and Jason Eisner 14:40-15:05 Self-Training PCFG Grammars with Latent Annotations Across Languages Zhongqiang Huang and Mary Harper 15:05-15:30 An Alternative to Head-Driven Approaches for Parsing a (Relatively) Free Word-Order Language Reut Tsarfaty, Khalil Sima'an and Remko Scha xxxiv", "links": null }, "BIBREF21": { "ref_id": "b21", "title": "50 Statistical Estimation of Word Acquisition with Application to Readability Prediction Paul Kidwell", "authors": [ { "first": "", "middle": [], "last": "Friday", "suffix": "" } ], "year": 2009, "venue": "40 Reading to Learn: Constructing Features from Semantic Abstracts Jacob Eisenstein, James Clarke, Dan Goldwasser and Dan Roth Session 7C (MR209): Coreference Resolution", "volume": "15", "issue": "", "pages": "15--17", "other_ids": {}, "num": null, "urls": [], "raw_text": "Friday, August 07, 2009 (continued) Session 6D (MR203): Multilinguality 13:50-14:15 Enhancement of Lexical Concepts Using Cross-lingual Web Mining Dmitry Davidov and Ari Rappoport 14:15-14:40 Bilingual Dictionary Generation for Low-resourced Language Pairs Istv\u00e1n Varga and Shoichi Yokoyama 14:40-15:05 Multilingual Spectral Clustering Using Document Similarity Propagation Dani Yogatama and Kumiko Tanaka-Ishii 15:05-15:30 Polylingual Topic Models David Mimno, Hanna M. Wallach, Jason Naradowsky, David A. Smith and Andrew Mc- Callum 15:30-16:00 Coffee Break Session 7A (Theatre): Natural Language Applications 16:00-16:25 Using the Web for Language Independent Spellchecking and Autocorrection Casey Whitelaw, Ben Hutchinson, Grace Y Chung and Ged Ellis 16:25-16:50 Statistical Estimation of Word Acquisition with Application to Readability Prediction Paul Kidwell, Guy Lebanon and Kevyn Collins-Thompson 16:50-17:15 Combining Collocations, Lexical and Encyclopedic Knowledge for Metonymy Resolution Vivi Nastase and Michael Strube 17:15-17:40 Segmenting Email Message Text into Zones Andrew Lampert, Robert Dale and C\u00e9cile Paris xxxv Friday, August 07, 2009 (continued) Session 7B (MR208): Lexical Semantics III 16:00-16:25 Hypernym Discovery Based on Distributional Similarity and Hierarchical Structures Ichiro Yamada, Kentaro Torisawa, Jun'ichi Kazama, Kow Kuroda, Masaki Murata, Stijn De Saeger, Francis Bond and Asuka Sumida 16:25-16:50 Web-Scale Distributional Similarity and Entity Set Expansion Patrick Pantel, Eric Crestan, Arkady Borkovsky, Ana-Maria Popescu and Vishnu Vyas 16:50-17:15 Toward Completeness in Concept Extraction and Classification Eduard Hovy, Zornitsa Kozareva and Ellen Riloff 17:15-17:40 Reading to Learn: Constructing Features from Semantic Abstracts Jacob Eisenstein, James Clarke, Dan Goldwasser and Dan Roth Session 7C (MR209): Coreference Resolution 16:00-16:25 Supervised Models for Coreference Resolution Altaf Rahman and Vincent Ng 16:25-16:50 Global Learning of Noun Phrase Anaphoricity in Coreference Resolution via Label Prop- agation GuoDong Zhou and Fang Kong 16:50-17:15 Employing the Centering Theory in Pronoun Resolution from the Semantic Perspective Fang Kong, GuoDong Zhou and Qiaoming Zhu 17:15-17:40 Person Cross Document Coreference with Name Perplexity Estimates Octavian Popescu xxxvi", "links": null }, "BIBREF22": { "ref_id": "b22", "title": "15 Sinuhe -Statistical Machine Translation using a Globally Trained Conditional Exponential Family Translation Model Matti K\u00e4\u00e4ri\u00e4inen", "authors": [ { "first": "", "middle": [], "last": "Friday", "suffix": "" } ], "year": 2009, "venue": "", "volume": "16", "issue": "", "pages": "15--17", "other_ids": {}, "num": null, "urls": [], "raw_text": "Friday, August 07, 2009 (continued) Session 7D (MR203): Machine Translation V 16:00-16:25 Learning Linear Ordering Problems for Better Translation Roy Tromble and Jason Eisner 16:25-16:50 Weighted Alignment Matrices for Statistical Machine Translation Yang Liu, Tian Xia, Xinyan Xiao and Qun Liu 16:50-17:15 Sinuhe -Statistical Machine Translation using a Globally Trained Conditional Exponen- tial Family Translation Model Matti K\u00e4\u00e4ri\u00e4inen 17:15-17:40 Fast Translation Rule Matching for Syntax-based Statistical Machine Translation Hui Zhang, Min Zhang, Haizhou Li and Chew Lim Tan", "links": null } }, "ref_entries": { "TABREF0": { "text": "Supervised and Unsupervised Methods in Employing Discourse Relations for Improving Opinion Polarity Classification Swapna Somasundaran, Galileo Namata, Janyce Wiebe and Lise Getoor . . . . . . . . . . . . . . . . . . . . 170 Sentiment Analysis of Conditional Sentences Ramanathan Narayanan, Bing Liu and Alok Choudhary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 180 Subjectivity Word Sense Disambiguation Cem Akkaya, Janyce Wiebe and Rada Mihalcea . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 190", "type_str": "table", "html": null, "content": "", "num": null } } } }