A BAYESIAN MODEL OF TREE TO STRING GRAMMAR INDUCTION Trevor Cohn and Phil Blunsom A COMPACT FOREST FOR SCALABLE INFERENCE OVER ENTAILMENT AND PARAPHRASE RULES Roy Bar-Haim, Jonathan Berant and Ido Dagan A COMPARISON OF MODEL FREE VERSUS MODEL INTENSIVE APPROACHES TO SENTENCE COMPRESSION Tadashi Nomoto A COMPARISON OFWINDOWLESS ANDWINDOW-BASED COMPUTATIONAL ASSOCIATION MEASURES AS PREDICTORS OF SYNTAGMATIC HUMAN ASSOCIATIONS Justin Washtell and Katja Markert A JOINT LANGUAGE MODEL WITH FINE-GRAIN SYNTACTIC TAGS Denis Filimonov and Mary Harper NATURAL LANGUAGE GENERATION WITH TREE CONDITIONAL RANDOM FIELDS Wei Lu, Hwee Tou Ng and Wee Sun Lee A PROBABILISTIC MODEL FOR ASSOCIATIVE ANAPHORA RESOLUTION Ryohei Sasano and Sadao Kurohashi A RELATIONAL MODEL OF SEMANTIC SIMILARITY BETWEEN WORDS USING Danushka Bollegala, Yutaka Matsuo and Mitsuru Ishizuka A RICH FEATURE VECTOR FOR PROTEIN-PROTEIN INTERACTION EXTRACTION FROM MULTIPLE CORPORA Makoto Miwa, Rune Sćtre, Yusuke Miyao and Jun'ichi Tsujii A SIMPLE UNSUPERVISED LEARNER FOR POS DISAMBIGUATION RULES GIVEN ONLY A MINIMAL LEXICON. Qiuye Zhao and Mitch Marcus A STRUCTURAL SUPPORT VECTOR METHOD FOR EXTRACTING CONTEXTS AND ANSWERS OF QUESTIONS FROM ONLINE FORUMS Wen-Yun Yang, Yunbo Cao and Chin-Yew Lin A STUDY ON THE SEMANTIC RELATEDNESS OF QUERY AND DOCUMENT TERMS IN INFORMATION RETRIEVAL Christof Müller and Iryna Gurevych A SYNTACTIFIED DIRECT TRANSLATION MODEL WITH LINEAR-TIME DECODING Hany Hassan, Khalil Sima'an and Andy Way A UNIFIED MODEL OF PHRASAL AND SENTENTIAL EVIDENCE FOR INFORMATION EXTRACTION Siddharth Patwardhan and Ellen Riloff ACCURACY-BASED SCORING FOR DOT: A STEP TOWARDS EVALUATION MEASURE BASED MT TRAINING Daniel Galron, Sergio Penkale and Andy Way ACQUIRING TRANSLATION EQUIVALENCES OF MULTIWORD EXPRESSIONS BY NORMALIZED CORRELATION FREQUENCIES Ming-Hong Bai, Jia-Ming You, Keh-Jiann Chen and Jason S. Chang ACTIVE LEARNING BY LABELING FEATURES Gregory Druck, Burr Settles and Andrew McCallum ADAPTING A POLARITY LEXICON USING INTEGER LINEAR PROGRAMMING FOR DOMAIN-SPECIFIC SENTIMENT CLASSIFICATION Yejin Choi and Claire Cardie AN EMPIRICAL STUDY ON SEMI-SUPERVISED STRUCTURED CONDITIONAL MODELS FOR DEPENDENCY PARSING Jun Suzuki, Hideki Isozaki, Xavier Carreras and Michael Collins ANNOTATION FOR LANGUAGE DOCUMENTATION WITH LEARNER-GUIDED EXAMPLE SELECTION AND LABEL SUGGESTIONS Jason Baldridge and Alexis Palmer ANON -- STATISTICAL MACHINE TRANSLATION USING A GLOBALLY TRAINED CONDITIONAL EXPONENTIAL FAMILY TRANSLATION MODEL Matti Kääriäinen AUTOMATIC ACQUISITION OF THE ARGUMENT-PREDICATE RELATIONS FROM AN ANNOTATED CORPUS Ekaterina Ovchinnikova, Theodore Alexandrov and Tonio Wandmacher AUTOMATICALLY EVALUATING CONTENT SELECTION IN SUMMARIZATION WITHOUT HUMAN MODELS Annie Louis and Ani Nenkova BAYESIAN LEARNING OF PHRASAL TREE-TO-STRING TEMPLATES ding liu and daniel gildea BETTER SYNCHRONOUS BINARIZATION FOR MACHINE TRANSLATION Tong Xiao, Mu Li, Jingbo Zhu, Dongdong Zhang and Ming Zhou BIDIRECTIONAL PHRASE-BASED STATISTICAL MACHINE TRANSLATION Andrew Finch and Eiichiro Sumita BILINGUAL DICTIONARY GENERATION FOR LOW-RESOURCED LANGUAGE PAIRS István Varga and Shoichi Yokoyama BILINGUALLY-CONSTRAINED (MONOLINGUAL) SHIFT-REDUCE PARSING Liang Huang, Wenbin Jiang and Qun Liu CAN CHINESE PHONEMES IMPROVE MACHINE TRANSLITERATION?: A COMPARATIVE STUDY OF ENGLISH-TO-CHINESE TRANSLITERATION MODELS Jong-Hoon Oh, Kiyotaka Uchimoto and Kentaro Torisawa CHARACTER-LEVEL ANALYSIS OF SEMI-STRUCTURED DOCUMENTS FOR SET EXPANSION Richard C. Wang and William W. Cohen CHINESE NOVELTY MINING Yi Zhang and Flora S. Tsai CHINESE SEMANTIC ROLE LABELING WITH SHALLOW PARSING Weiwei Sun, Xin Wang, Meng Wang and Zhifang Sui CLASSIFIER COMBINATION FOR CONTEXTUAL IDIOM CLASSIFICATION Linlin Li and Caroline Sporleder CLASSIFYING RELATIONS FOR BIOMEDICAL NAMED ENTITY DISAMBIGUATION Xinglong Wang, Jun'ichi Tsujii and Sophia Ananiadou CLASSIFYING TEXTUAL RELATEDNESS WITH PREDICATE-ARGUMENT STRUCTURES Rui Wang and Yi Zhang CLUSTERING TO FIND EXEMPLAR TERMS FOR KEYPHRASE EXTRACTION Zhiyuan Liu, Peng Li, Yabin Zheng and Maosong Sun COLLOCATION EXTRACTION USING MONOLINGUAL WORD ALIGNMENT METHOD Zhanyi Liu, Haifeng Wang, Hua Wu and Sheng Li COMBINING COLLOCATIONS, LEXICAL AND ENCYCLOPEDIC KNOWLEDGE FOR METONYMY RESOLUTION Vivi Nastase and Michael Strube CONSENSUS TRAINING FOR CONSENSUS DECODING IN MACHINE TRANSLATION Adam Pauls, John Denero and Dan Klein CONSTRUCTION OF A BLOG EMOTION CORPUS FOR CHINESE EMOTIONAL EXPRESSION ANALYSIS Changqin Quan and Fuji Ren CONVOLUTION KERNELS ON CONSTITUENT, DEPENDENCY AND SEQUENTIAL STRUCTURES FOR RELATION EXTRACTION Thi Truc Vien Nguyen, Alessandro Moschitti and Giuseppe Riccardi CROSS-CULTURAL ANALYSIS OF BLOGS AND FORUMS WITH MIXED-COLLECTION TOPIC MODELS Michael Paul and Roxana Girju CROSS-LINGUAL SEMANTIC RELATEDNESS USING ENCYCLOPEDIC KNOWLEDGE Samer Hassan and Rada Mihalcea CUBE PRUNING AS HEURISTIC SEARCH Mark Hopkins and Greg Langmead DERIVING LEXICAL AND SYNTACTIC EXPECTATION-BASED MEASURES FOR PSYCHOLINGUISTIC MODELING VIA INCREMENTAL TOP-DOWN PARSING Brian Roark, Asaf Bachrach, Carlos Cardenas and Christophe Pallier DESCRIPTIVE AND EMPIRICAL APPROACHES TO CAPTURING UNDERLYING DEPENDENCIES AMONG PARSING ERRORS Tadayoshi Hara, Yusuke Miyao and Jun'ichi Tsujii DETECTING SPECULATIONS AND THEIR SCOPES IN SCIENTIFIC TEXT Arzucan Ozgur and Dragomir R. Radev DISCOVERY OF TERM VARIATION IN JAPANESE WEB SEARCH QUERIES Hisami Suzuki, Xiao Li and Jianfeng Gao DISCRIMINATIVE CORPUS WEIGHT ESTIMATION FOR MACHINE TRANSLATION Spyros Matsoukas, Antti-Veikko I. Rosti and Bing Zhang DISCRIMINATIVE SUBSTRING DECODING FOR TRANSLITERATION Colin Cherry and Hisami Suzuki DOMAIN ADAPTIVE BOOTSTRAPPING FOR NAMED ENTITY RECOGNITION Dan Wu, Wee Sun Lee, Nan Ye and Hai Leong Chieu EEG RESPONDS TO CONCEPTUAL STIMULI AND CORPUS SEMANTICS Brian Murphy, Marco Baroni and Massimo Poesio EFFECTIVE USE OF LINGUISTIC AND CONTEXTUAL INFORMATION FOR STATISTICAL MACHINE TRANSLATION Libin Shen, Jinxi Xu, Bing Zhang, Spyros Matsoukas and Ralph Weischedel EFFECTIVELY EXPLOITING WORDNET IN SEMANTIC CLASS CLASSIFICATION FOR COREFERENCE RESOLUTION Zhiheng Huang, Marcus Thint, Asli Celikyilmaz, Guangping Zeng and Weiqun Xu EFFICIENT KERNELS FOR SENTENCE PAIR CLASSIFICATION Fabio Massimo Zanzotto and Lorenzo Dell'Arciprete EMPIRICAL EXPLOITATION OF CLICK DATA FOR TOPICAL RANKING Anlei Dong, Yi Chang, Shihao Ji, Ciya Liao, Xin Li and Zhaohui Zheng EMPLOYING THE CENTERING THEORY IN PRONOUN RESOLUTION FROM THE SEMANTIC PERSPECTIVE Fang KONG, Guodong ZHOU, Qiaoming ZHU and Peide QIAN ENHANCEMENT OF LEXICAL CONCEPTS USING CROSS-LINGUAL WEB MINING Dmitry Davidov and Ari Rappoport ENTITY EXTRACTION VIA ENSEMBLE SEMANTICS Marco Pennacchiotti and Patrick Pantel ESTIMATING SEMANTIC DISTANCE USING SOFT SEMANTIC CONSTRAINTS IN KNOWLEDGE-SOURCE–CORPUS HYBRID MODELS Yuval Marton, Saif Mohammad and Philip Resnik EVALUATING AN ALTERNATIVE TO HEAD-DRIVEN APPROACHES FOR PARSING A (RELATIVELY) FREE WORD-ORDER LANGUAGE Reut Tsarfaty and Khalil Sima'an EXTENDING STATISTICAL MACHINE TRANSLATION WITH\\ DISCRIMINATIVE AND TRIGGER-BASED LEXICON MODELS Arne Mauser, Saša Hasan and Hermann Ney FAST TRANSLATION RULE MATCHING FOR SYNTAX-BASED STATISTICAL MACHINE TRANSLATION Hui Zhang, Min Zhang, Hai Zhou Li and Chew Lim Tan FAST, CHEAP, AND CREATIVE: EVALUATING TRANSLATION QUALITY USING AMAZON'S MECHANICAL TURK Chris Callison-Burch FEASIBILITY OF HUMAN-IN-THE-LOOP MINIMUM ERROR RATE TRAINING Omar Zaidan and Chris Callison-Burch FEATURE-RICH TRANSLATION BY QUASI-SYNCHRONOUS LATTICE PARSING Kevin Gimpel and Noah A. Smith FINDING SHORT DEFINITIONS OF TERMS ON WEB PAGES Gerasimos Lampouras and Ion Androutsopoulos FIRST- AND SECOND-ORDER EXPECTATION SEMIRINGS ON TRANSLATION FORESTS Zhifei Li, Jason Eisner and Sanjeev Khudanpur FULLY LEXICALISING CCGBANK WITH HAT CATEGORIES Matthew Honnibal and James R. Curran GAZPACHO AND SUMMER RASH: LEXICAL RELATIONSHIPS FROM TEMPORAL PATTERNS OF WEB SEARCH QUERIES Enrique Alfonseca, Massimiliano Ciaramita and Keith Hall GENERALIZED EXPECTATION CRITERIA FOR BOOTSTRAPPING EXTRACTORS USING RECORD-TEXT ALIGNMENT Kedar Bellare and Andrew McCallum GENERATING HIGH-COVERAGE SEMANTIC ORIENTATION LEXICONS FROM OVERTLY MARKED WORDS AND A THESAURUS Saif Mohammad, Bonnie Dorr and Cody Dunne GEO-MINING: DISCOVERY OF ROAD AND TRANSPORT NETWORKS USING DIRECTIONAL PATTERNS Dmitry Davidov and Ari Rappoport GLOBAL LEARNING OF NOUN PHRASE ANAPHORICITY IN COREFERENCE RESOLUTION VIA LABEL PROPAGATION GuoDong ZHOU and Fang KONG GRADED WORD SENSE ASSIGNMENT Katrin Erk and Diana McCarthy GRAPH ALIGNMENT FOR SEMI-SUPERVISED SEMANTIC ROLE LABELING Hagen Fürstenau and Mirella Lapata GRAPHICAL MODELS OVER MULTIPLE STRINGS Markus Dreyer and Jason Eisner HUMAN-COMPETITIVE TAGGING USING AUTOMATIC KEYPHRASE EXTRACTION Olena Medelyan, Eibe Frank and Ian H. Witten 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 IMPROVED STATISTICAL MACHINE TRANSLATION FOR RESOURCE-POOR LANGUAGES USING RELATED RESOURCE-RICH LANGUAGES Preslav Nakov and Hwee Tou Ng IMPROVED STATISTICAL MACHINE TRANSLATION USING MONOLINGUALLY-DERIVED PARAPHRASES Yuval Marton, Chris Callison-Burch and Philip Resnik IMPROVED WORD ALIGNMENT WITH STATISTICS AND LINGUISTIC HEURISTICS Ulf Hermjakob IMPROVING DEPENDENCY PARSING WITH SUBTREES FROM AUTO-PARSED DATA Wenliang Chen, Jun'ichi Kazama, Kiyotaka Uchimoto and Kentaro Torisawa IMPROVING NOMINAL SRL IN CHINESE LANGUAGE WITH VERBAL SRL IN-FORMATION AND AUTOMATIC PREDICATE RECOGNITION Junhui LI, Guodong ZHOU, Hai ZHAO and Qiaoming ZHU IMPROVING VERB CLUSTERING WITH AUTOMATICALLY ACQUIRED SELECTIONAL PREFERENCES Lin Sun and Anna Korhonen IMPROVING WEB SEARCH RELEVANCE WITH SEMANTIC FEATURES Yumao Lu, Fuchun Peng, Gilad Mishne and Benoit Dumoulin INTEGRATING SENTENCE- AND WORD-LEVEL ERROR IDENTIFICATION FOR DISFLUENCY CORRECTION Erin Fitzgerald, Keith Hall and Frederick Jelinek INVESTIGATION OF QUESTION CLASSIFIER IN QUESTION ANSWERING Zhiheng Huang, Marcus Thint and Asli Celikyilmaz IT'S NOT YOU, IT'S ME: DETECTING FLIRTING AND ITS MISPERCEPTION IN SPEED-DATES Rajesh Ranganath, Dan Jurafsky and Dan McFarland JOINT LEARNING OF PREPOSITION SENSES AND SEMANTIC ROLES OF PREPOSITIONAL PHRASES Daniel Dahlmeier, Hwee Tou Ng and Tanja Schultz JOINT OPTIMIZATION FOR MACHINE TRANSLATION SYSTEM COMBINATION Xiaodong He and Kristina Toutanova K-BEST COMBINATION OF SYNTACTIC PARSERS Hui Zhang, Min Zhang, Chew Lim Tan and Hai Zhou Li LABELED LDA: A SUPERVISED TOPIC MODEL FOR CREDIT ATTRIBUTION IN MULTI-LABELED CORPORA Daniel Ramage, David Hall, Ramesh Nallapati and Christopher Manning LANGUAGE MODELS BASED ON SEMANTIC COMPOSITION Jeff Mitchell and Mirella Lapata LARGE-SCALE VERB ENTAILMENT ACQUISITION FROM THE WEB Chikara Hashimoto, Kentaro Torisawa, Kow Kuroda, Stijn De Saeger, Masaki Murata and Jun'ichi Kazama LATENT DOCUMENT RE-RANKING Dong Zhou and Vincent Wade LATTICE-BASED SYSTEM COMBINATION FOR STATISTICAL MACHINE TRANSLATION Yang Feng, Yang Liu, Haitao Mi, Qun Liu and Yajuan Lu LEARNING LINEAR ORDERING PROBLEMS FOR BETTER TRANSLATION Roy Tromble and Jason Eisner LEARNING TERM-WEIGHTING FUNCTIONS FOR SIMILARITY MEASURES Wen-tau Yih LESS IS MORE: SIGNIFICANCE-BASED N-GRAM SELECTION FOR SMALLER, BETTER LANGUAGE MODELS Robert C. Moore and Chris Quirk MATCHING REVIEWS TO OBJECTS USING A LANGUAGE MODEL Nilesh Dalvi, Ravi Kumar, Bo Pang and Andrew Tomkins MODEL ADAPTATION VIA MODEL INTERPOLATION AND BOOSTING FOR WEB SEARCH RANKING Jianfeng Gao, Qiang Wu, Chris Burges, Krysta Svore, Yi Su, Nazan Khan, Shalin Shah and Hongyan Zhou MULTI-CLASS CONFIDENCE WEIGHTED ALGORITHMS Koby Crammer, Mark Dredze and Alex Kulesza MULTI-DOCUMENT SUMMARISATION USING GENERIC RELATION EXTRACTION Ben Hachey MULTI-WORD EXPRESSION IDENTIFICATION USING SENTENCE SURFACE FEATURES Ram Boukobza and Ari Rappoport MULTILINGUAL SPECTRAL CLUSTERING USING DOCUMENT SIMILARITY PROPAGATION Dani Yogatama and Kumiko Tanaka-Ishii NESTED NAMED ENTITY RECOGNITION Jenny Rose Finkel and Christopher D. Manning NON-PROJECTIVE PARSING FOR STATISTICAL MACHINE TRANSLATION Xavier Carreras and Michael Collins ON THE ROLE OF LEXICAL FEATURES IN SEQUENCE LABELING Yoav Goldberg and Michael Elhadad ON THE USE OF VIRTUAL EVIDENCE IN CONDITIONAL RANDOM FIELDS Xiao Li PARSER ADAPTATION AND PROJECTION WITH QUASI-SYNCHRONOUS FEATURES David Smith and Jason Eisner PERCEPTRON RERANKING FOR CCG REALIZATION Michael White and Rajakrishnan Rajkumar PERSON CROSS DOCUMENT COREFERENCE WITH NAME PERPLEXITY ESTIMATES Octavian Popescu PHRASE DEPENDENCY PARSING FOR OPINION MINING Yuanbin Wu, Qi Zhang, Xuangjing Huang and Lide Wu POLYLINGUAL TOPIC MODELS David Mimno, Hanna Wallach, Jason Naradowsky, David A. Smith and Andrew McCallum POLYNOMIAL TO LINEAR: EFFICIENT CLASSIFICATION WITH CONJUNCTIVE FEATURES Naoki Yoshinaga and Masaru Kitsuregawa PREDICTING SUBJECTIVITY IN MULTIMODAL CONVERSATIONS Gabriel Murray and Giuseppe Carenini PROJECTING PARAMETERS FOR MULTILINGUAL WORD SENSE DISAMBIGUATION Mitesh Khapra, Sapan Shah, Piyush Kedia and Pushpak Bhattacharyya QUANTIFIER SCOPE DISAMBIGUATION USING EXTRACTED PRAGMATIC KNOWLEDGE Prakash Srinivasan and Alexander Yates QUERY-URL N-GRAM FEATURES IN WEB RANKING Huihsin Tseng, Longbin Chen, Fan Li, Ziming Zhuang, Lei Duan and Belle Tseng RE-RANKING MODELS BASED-ON SMALL TRAINING DATA FOR SPOKEN LANGUAGE UNDERSTANDING Marco Dinarelli, Alessandro Moschitti and Giuseppe Riccardi READING TO LEARN: CONSTRUCTING FEATURES FROM SEMANTIC ABSTRACTS Jacob Eisenstein, James Clarke, Dan Goldwasser and Dan Roth REAL-TIME DECISION DETECTION IN MULTI-PARTY DIALOGUE Matthew Frampton, Jia Huang, Trung Bui and Stanley Peters REAL-WORD SPELLING CORRECTION USING GOOGLE WEB 1T 3-GRAMS Aminul Islam and Diana Inkpen RECOGNIZING IMPLICIT DISCOURSE RELATIONS IN THE PENN DISCOURSE TREEBANK Ziheng Lin, Min-Yen Kan and Hwee Tou Ng REFINING GRAMMARS FOR PARSING WITH HIERARCHICAL SEMANTIC KNOWLEDGE Lin Xiaojun, Fan Yang, Zhang Meng, Wu Xihong and Chi Huisheng REVERSE ENGINEERING OF TREE KERNEL FEATURE SPACES Daniele Pighin and Alessandro Moschitti REVIEW SENTIMENT SCORING VIA A PARSE-AND-PARAPHRASE PARADIGM Jingjing Liu, Stephanie Seneff and Victor Zue SEGMENTING EMAIL MESSAGE TEXT INTO ZONES Andrew Lampert, Robert Dale and Cecile Paris SELF-TRAINING PCFG GRAMMARS WITH LATENT ANNOTATIONS ACROSS LANGUAGES Zhongqiang Huang and Mary Harper SEMANTIC DEPENDENCY PARSING OF NOMBANK AND PROPBANK: AN EFFICIENT INTEGRATED APPROACH VIA A LARGE-SCALE FEATURE SELECTION Hai Zhao SEMI-SUPERVISED LEARNING FOR SEMANTIC RELATION CLASSIFICATION USING STRATIFIED SAMPLING STRATEGY Longhua Qian, Guodong Zhou, Fang Kong and Qiaoming Zhu SEMI-SUPERVISED SEMANTIC ROLE LABELING USING THE LATENT WORDS LANGUAGE MODEL Koen Deschacht and Marie-Francine Moens SEMI-SUPERVISED SPEECH ACT RECOGNITION IN EMAILS AND FORUMS Minwoo Jeong, Chin-Yew Lin and Gary Geunbae Lee SENTIMENT ANALYSIS OF CONDITIONAL SENTENCES Ramanathan Narayanan, Bing Liu and Alok Choudhary SIMPLE COREFERENCE RESOLUTION WITH RICH SYNTACTIC AND SEMANTIC FEATURES Aria Haghighi and Dan Klein STATISTICAL BISTRATAL DEPENDENCY PARSING Richard Johansson STATISTICAL ESTIMATION OF WORD ACQUISITION WITH APPLICATION TO READABILITY PREDICTION Paul Kidwell, Guy Lebanon and Kevyn Collins-Thompson STREAM-BASED RANDOMISED LANGUAGE MODELS FOR SMT Abby Levenberg and Miles Osborne SUBJECTIVITY WORD SENSE DISAMBIGUATION Cem Akkaya, Janyce Wiebe and Rada Mihalcea SUPERVISED AND UNSUPERVISED METHODS IN EMPLOYING DISCOURSE RELATIONS FOR IMPROVING OPINION POLARITY CLASSIFICATION Swapna Somasundaran, Galileo Namata, Janyce Wiebe and Lise Getoor SUPERVISED LEARNING OF A PROBABILISTIC LEXICON OF VERB SEMANTIC CLASSES Yusuke Miyao and Jun'ichi Tsujii SUPERVISED MODELS FOR COREFERENCE RESOLUTION Md. Altaf ur Rahman and Vincent Ng SYNCHRONOUS TREE ADJOINING MACHINE TRANSLATION Steve DeNeefe and Kevin Knight THE FEATURE SUBSPACE METHOD FOR SMT SYSTEM COMBINATION Nan Duan, Mu Li, Tong Xiao and Ming Zhou THE INFINITE HMM FOR UNSUPERVISED POS TAGGING Jurgen Van Gael, Andreas Vlachos and Zoubin Ghahramani THE ROLE OF NAMED ENTITIES IN WEB PEOPLE SEARCH Javier Artiles, Enrique Amigó and Julio Gonzalo TOPIC-WISE, SENTIMENT-WISE, OR OTHERWISE? IDENTIFYING THE HIDDEN DIMENSION FOR UNSUPERVISED TEXT CLASSIFICATION Sajib Dasgupta and Vincent Ng TOWARD COMPLETENESS IN CONCEPT EXTRACTION AND CLASSIFICATION Eduard Hovy, Zornitsa Kozareva and Ellen Riloff TOWARDS DOMAIN-INDEPENDENT ARGUMENTATIVE ZONING: EVIDENCE FROM CHEMISTRY AND COMPUTATIONAL LINGUISTICS Simone Teufel, Advaith Siddharthan and Colin Batchelor TREE KERNEL-BASED SVM WITH STRUCTURED SYNTACTIC KNOWLEDGE FOR BTG-BASED PHRASE REORDERING min zhang and haizhou li UNBOUNDED DEPENDENCY RECOVERY FOR PARSER EVALUATION Laura Rimell, Stephen Clark and Mark Steedman UNSUPERVISED MORPHOLOGY ACQUISITION WITH DOCUMENT BOUNDARIES Taesun Moon, Jason Baldridge and Katrin Erk UNSUPERVISED SEMANTIC PARSING Hoifung Poon and Pedro Domingos UNSUPERVISED TOKENIZATION FOR MACHINE TRANSLATION Tagyoung Chung and Daniel Gildea USING MORPHOLOGICAL AND SYNTACTIC STRUCTURES FOR CHINESE OPINION ANALYSIS Lun-Wei Ku, Ting-Hao Huang and Hsin-Hsi Chen USING THE WEB FOR LANGUAGE INDEPENDENT SPELLCHECKING AND AUTOCORRECTION Casey Whitelaw, Ben Hutchinson, Grace Chung and Ged Ellis USING WORD-SENSE DISAMBIGUATION METHODS TO CLASSIFY WEB QUERIES BY INTENT Emily Pitler and Ken Church WEB-SCALE DISTRIBUTIONAL SIMILARITY APPLIED TO ENTITY SET EXPANSION Patrick Pantel, Eric Crestan, Arkady Borkovsky, Ana-Maria Popescu and Vishnu Vyas WEIGHTED ALIGNMENT MATRICES FOR STATISTICAL MACHINE TRANSLATION Yang Liu, Tian Xia, Xinyan Xiao and Qun Liu WHAT'S IN A NAME? IN SOME LANGUAGES, GRAMMATICAL GENDER Vivi Nastase and Marius Popescu WIKIPEDIA AS FRAME INFORMATION REPOSITORY Sara Tonelli and Claudio Giuliano WORD BUFFERING MODELS FOR IMPROVED SPEECH REPAIR PARSING Tim Miller