EMNLP 2011: Edinburgh, UK

• Front Matter.
  
• Sebastian Riedel, Andrew McCallum:
  Fast and Robust Joint Models for Biomedical Event Extraction. 1-12
  
• Li Wang, Marco Lui, Su Nam Kim, Joakim Nivre, Timothy Baldwin:
  Predicting Thread Discourse Structure over Technical Web Forums. 13-25
  
• Yin-Wen Chang, Michael Collins:
  Exact Decoding of Phrase-Based Translation Models through Lagrangian Relaxation. 26-37
  
• Michel Galley, Chris Quirk:
  Optimal Search for Minimum Error Rate Training. 38-49
  
• Shay B. Cohen, Dipanjan Das, Noah A. Smith:
  Unsupervised Structure Prediction with Non-Parallel Multilingual Guidance. 50-61
  
• Ryan T. McDonald, Slav Petrov, Keith Hall:
  Multi-Source Transfer of Delexicalized Dependency Parsers. 62-72
  
• Wenliang Chen, Jun'ichi Kazama, Min Zhang, Yoshimasa Tsuruoka, Yujie Zhang, Yiou Wang, Kentaro Torisawa, Haizhou Li:
  SMT Helps Bitext Dependency Parsing. 73-83
  
• Federico Sangati, Willem Zuidema:
  Accurate Parsing with Compact Tree-Substitution Grammars: Double-DOP. 84-95
  
• Prodromos Malakasiotis, Ion Androutsopoulos:
  A Generate and Rank Approach to Sentence Paraphrasing. 96-106
  
• Daniel Dahlmeier, Hwee Tou Ng:
  Correcting Semantic Collocation Errors with L1-induced Paraphrases. 107-117
  
• Zornitsa Kozareva, Konstantin Voevodski, Shang-Hua Teng:
  Class Label Enhancement via Related Instances. 118-128
  
• Vivek Srikumar, Dan Roth:
  A Joint Model for Extended Semantic Role Labeling. 129-139
  
• Jianxing Yu, Zheng-Jun Zha, Meng Wang, Kai Wang, Tat-Seng Chua:
  Domain-Assisted Product Aspect Hierarchy Generation: Towards Hierarchical Organization of Unstructured Consumer Reviews. 140-150
  
• Richard Socher, Jeffrey Pennington, Eric H. Huang, Andrew Y. Ng, Christopher D. Manning:
  Semi-Supervised Recursive Autoencoders for Predicting Sentiment Distributions. 151-161
  
• Lanjun Zhou, Binyang Li, Wei Gao, Zhongyu Wei, Kam-Fai Wong:
  Unsupervised Discovery of Discourse Relations for Eliminating Intra-sentence Polarity Ambiguities. 162-171
  
• Ainur Yessenalina, Claire Cardie:
  Compositional Matrix-Space Models for Sentiment Analysis. 172-182
  
• Jason Katz-Brown, Slav Petrov, Ryan T. McDonald, Franz Josef Och, David Talbot, Hiroshi Ichikawa, Masakazu Seno, Hideto Kazawa:
  Training a Parser for Machine Translation Reordering. 183-192
  
• John DeNero, Jakob Uszkoreit:
  Inducing Sentence Structure from Parallel Corpora for Reordering. 193-203
  
• Jiajun Zhang, Feifei Zhai, Chengqing Zong:
  Augmenting String-to-Tree Translation Models with Fuzzy Use of Source-side Syntax. 204-215
  
• Jun Xie, Haitao Mi, Qun Liu:
  A novel dependency-to-string model for statistical machine translation. 216-226
  
• David M. Mimno, David M. Blei:
  Bayesian Checking for Topic Models. 227-237
  
• André L. Martins, Noah A. Smith, Mário A. T. Figueiredo, Pedro M. Q. Aguiar:
  Dual Decomposition with Many Overlapping Components. 238-249
  
• Amit Goyal, Hal Daumé III:
  Approximate Scalable Bounded Space Sketch for Large Data NLP. 250-261
  
• David M. Mimno, Hanna M. Wallach, Edmund M. Talley, Miriam Leenders, Andrew McCallum:
  Optimizing Semantic Coherence in Topic Models. 262-272
  
• Yufan Guo, Anna Korhonen, Thierry Poibeau:
  A Weakly-supervised Approach to Argumentative Zoning of Scientific Documents. 273-283
  
• Anna Kazantseva, Stan Szpakowicz:
  Linear Text Segmentation Using Affinity Propagation. 284-293
  
• Quang Do, Yee Seng Chan, Dan Roth:
  Minimally Supervised Event Causality Identification. 294-303
  
• Amit Dubey, Frank Keller, Patrick Sturt:
  A Model of Discourse Predictions in Human Sentence Processing. 304-312
  
• Taylor Berg-Kirkpatrick, Dan Klein:
  Simple Effective Decipherment via Combinatorial Optimization. 313-321
  
• Young-Bum Kim, João Graça, Benjamin Snyder:
  Universal Morphological Analysis using Structured Nearest Neighbor Prediction. 322-332
  
• Michael Auli, Adam Lopez:
  Training a Log-Linear Parser with Loss Functions via Softmax-Margin. 333-343
  
• David Hall, Dan Klein:
  Large-Scale Cognate Recovery. 344-354
  
• Amittai Axelrod, Xiaodong He, Jianfeng Gao:
  Domain Adaptation via Pseudo In-Domain Data Selection. 355-362
  
• Gennadi Lembersky, Noam Ordan, Shuly Wintner:
  Language Models for Machine Translation: Original vs. Translated Texts. 363-374
  
• Chang Liu, Daniel Dahlmeier, Hwee Tou Ng:
  Better Evaluation Metrics Lead to Better Machine Translation. 375-384
  
• Reut Tsarfaty, Joakim Nivre, Evelina Andersson:
  Evaluating Dependency Parsing: Robust and Heuristics-Free Cross-Annotation Evaluation. 385-396
  
• Emily M. Bender, Dan Flickinger, Stephan Oepen, Yi Zhang:
  Parser Evaluation over Local and Non-Local Deep Dependencies in a Large Corpus. 397-408
  
• Kristian Woodsend, Mirella Lapata:
  Learning to Simplify Sentences with Quasi-Synchronous Grammar and Integer Programming. 409-420
  
• Yoav Artzi, Luke S. Zettlemoyer:
  Bootstrapping Semantic Parsers from Conversations. 421-432
  
• Rui Yan, Liang Kong, Congrui Huang, Xiaojun Wan, Xiaoming Li, Yan Zhang:
  Timeline Generation through Evolutionary Trans-Temporal Summarization. 433-443
  
• Yezhou Yang, Ching Lik Teo, Hal Daumé III, Yiannis Aloimonos:
  Corpus-Guided Sentence Generation of Natural Images. 444-454
  
• Enrique Amigó, Julio Gonzalo, Jesús Giménez, Felisa Verdejo:
  Corroborating Text Evaluation Results with Heterogeneous Measures. 455-466
  
• Peter A. Rankel, John M. Conroy, Eric Slud, Dianne P. O'Leary:
  Ranking Human and Machine Summarization Systems. 467-473
  
• Kevin Gimpel, Noah A. Smith:
  Quasi-Synchronous Phrase Dependency Grammars for Machine Translation. 474-485
  
• Karthik Visweswariah, Rajakrishnan Rajkumar, Ankur Gandhe, Ananthakrishnan Ramanathan, Jiri Navratil:
  A Word Reordering Model for Improved Machine Translation. 486-496
  
• Jason Riesa, Ann Irvine, Daniel Marcu:
  Feature-Rich Language-Independent Syntax-Based Alignment for Statistical Machine Translation. 497-507
  
• Fabien Cromierès, Sadao Kurohashi:
  Efficient retrieval of tree translation examples for Syntax-Based Machine Translation. 508-518
  
• Bryan Rink, Sanda M. Harabagiu:
  A generative model for unsupervised discovery of relations and argument classes from clinical texts. 519-528
  
• Ni Lao, Tom M. Mitchell, William W. Cohen:
  Random Walk Inference and Learning in A Large Scale Knowledge Base. 529-539
  
• Matthias Hartung, Anette Frank:
  Exploring Supervised LDA Models for Assigning Attributes to Adjective-Noun Phrases. 540-551
  
• Weiwei Guo, Mona T. Diab:
  Semantic Topic Models: Combining Word Distributional Statistics and Dictionary Definitions. 552-561
  
• Samuel Brody, Nicholas Diakopoulos:
  Cooooooooooooooollllllllllllll!!!!!!!!!!!!!! Using Word Lengthening to Detect Sentiment in Microblogs. 562-570
  
• Deepak Agarwal, Bee-Chung Chen, Bo Pang:
  Personalized Recommendation of User Comments via Factor Models. 571-582
  
• Alan Ritter, Colin Cherry, William B. Dolan:
  Data-Driven Response Generation in Social Media. 583-593
  
• Dani Yogatama, Michael Heilman, Brendan O'Connor, Chris Dyer, Bryan R. Routledge, Noah A. Smith:
  Predicting a Scientific Community's Response to an Article. 594-604
  
• Yugo Murawaki, Sadao Kurohashi:
  Non-parametric Bayesian Segmentation of Japanese Noun Phrases. 605-615
  
• Markus Dreyer, Jason Eisner:
  Discovering Morphological Paradigms from Plain Text Using a Dirichlet Process Mixture Model. 616-627
  
• Ai Azuma, Yuji Matsumoto:
  Multilayer Sequence Labeling. 628-637
  
• Christos Christodoulopoulos, Sharon Goldwater, Mark Steedman:
  A Bayesian Mixture Model for PoS Induction Using Multiple Features. 638-647
  
• Su Nam Kim, Preslav Nakov:
  Large-Scale Noun Compound Interpretation Using Bootstrapping and the Web as a Corpus. 648-658
  
• Fabio Massimo Zanzotto, Marco Pennacchiotti, Kostas Tsioutsiouliklis:
  Linguistic Redundancy in Twitter. 659-669
  
• Matteo Negri, Luisa Bentivogli, Yashar Mehdad, Danilo Giampiccolo, Alessandro Marchetti:
  Divide and Conquer: Crowdsourcing the Creation of Cross-Lingual Textual Entailment Corpora. 670-679
  
• Peter D. Turney, Yair Neuman, Dan Assaf, Yohai Cohen:
  Literal and Metaphorical Sense Identification through Concrete and Abstract Context. 680-690
  
• Denis Filimonov, Mary P. Harper:
  Syntactic Decision Tree LMs: Random Selection or Intelligent Design? 691-699
  
• Keith Vertanen, Per Ola Kristensson:
  The Imagination of Crowds: Conversational AAC Language Modeling using Crowdsourcing and Large Data Sources. 700-711
  
• Alessandro Moschitti, Jennifer Chu-Carroll, Siddharth Patwardhan, James Fan, Giuseppe Riccardi:
  Using Syntactic and Semantic Structural Kernels for Classifying Definition Questions in Jeopardy! 712-724
  
• Spence Green, Marie-Catherine de Marneffe, John Bauer, Christopher D. Manning:
  Multiword Expression Identification with Tree Substitution Grammars: A Parsing tour de force with French. 725-735
  
• Amal Al-Saif, Katja Markert:
  Modelling Discourse Relations for Arabic. 736-747
  
• Ashequl Qadir, Ellen Riloff:
  Classifying Sentences as Speech Acts in Message Board Posts. 748-758
  
• Richárd Farkas:
  Learning Local Content Shift Detectors from Document-level Information. 759-770
  
• Zheng Chen, Heng Ji:
  Collaborative Ranking: A Case Study on Entity Linking. 771-781
  
• Johannes Hoffart, Mohamed Amir Yosef, Ilaria Bordino, Hagen Fürstenau, Manfred Pinkal, Marc Spaniol, Bilyana Taneva, Stefan Thater, Gerhard Weikum:
  Robust Disambiguation of Named Entities in Text. 782-792
  
• Lukas Michelbacher, Alok Kothari, Martin Forst, Christina Lioma, Hinrich Schütze:
  A Cascaded Classification Approach to Semantic Head Recognition. 793-803
  
• Swapna Gottipati, Jing Jiang:
  Linking Entities to a Knowledge Base with Query Expansion. 804-813
  
• Cane Wing-ki Leung, Jing Jiang, Kian Ming Adam Chai, Hai Leong Chieu, Loo-Nin Teow:
  Unsupervised Information Extraction with Distributional Prior Knowledge. 814-824
  
• Stijn De Saeger, Kentaro Torisawa, Masaaki Tsuchida, Jun'ichi Kazama, Chikara Hashimoto, Ichiro Yamada, Jong-Hoon Oh, István Varga, Yulan Yan:
  Relation Acquisition using Word Classes and Partial Patterns. 825-835
  
• Yulia Tsvetkov, Shuly Wintner:
  Identification of Multi-word Expressions by Combining Multiple Linguistic Information Sources. 836-845
  
• Xabier Saralegi, Iker Manterola, Iñaki San Vicente:
  Analyzing Methods for Improving Precision of Pivot Based Bilingual Dictionaries. 846-856
  
• Yang Gao, Philipp Koehn, Alexandra Birch:
  Soft Dependency Constraints for Reordering in Hierarchical Phrase-Based Translation. 857-868
  
• Christof Monz:
  Statistical Machine Translation with Local Language Models. 869-879
  
• Xinyan Xiao, Yang Liu, Qun Liu, Shouxun Lin:
  Fast Generation of Translation Forest for Large-Scale SMT Discriminative Training. 880-888
  
• J. Scott McCarley, Abraham Ittycheriah, Salim Roukos, Bing Xiang, Jian-Ming Xu:
  A Correction Model for Word Alignments. 889-898
  
• Andrea Gesmundo, James Henderson:
  Heuristic Search for Non-Bottom-Up Tree Structure Prediction. 899-908
  
• Zhengxian Gong, Min Zhang, Guodong Zhou:
  Cache-based Document-level Statistical Machine Translation. 909-919
  
• Zhifei Li, Ziyuan Wang, Jason Eisner, Sanjeev Khudanpur, Brian Roark:
  Minimum Imputed-Risk: Unsupervised Discriminative Training for Machine Translation. 920-929
  
• Jagadeesh Jagarlamudi, Raghavendra Udupa, Hal Daumé III, Abhijit Bhole:
  Improving Bilingual Projections via Sparse Covariance Matrices. 930-940
  
• Moshe Dubiner, Yoram Singer:
  Entire Relaxation Path for Maximum Entropy Problems. 941-948
  
• Chao Shen, Tao Li:
  A Non-negative Matrix Factorization Based Approach for Active Dual Supervision from Document and Word Labels. 949-958
  
• Nobuhiro Kaji, Masaru Kitsuregawa:
  Splitting Noun Compounds via Monolingual and Bilingual Paraphrasing: A Study on Japanese Katakana Words. 959-969
  
• Weiwei Sun, Jia Xu:
  Enhancing Chinese Word Segmentation Using Unlabeled Data. 970-979
  
• Kirk Roberts, Sanda M. Harabagiu:
  Unsupervised Learning of Selectional Restrictions and Detection of Argument Coercions. 980-990
  
• Ziqi Zhang, Anna Lisa Gentile, Fabio Ciravegna:
  Harnessing different knowledge sources to measure semantic relatedness under a uniform model. 991-1002
  
• Tong Wang, Graeme Hirst:
  Refining the Notions of Depth and Density in WordNet-based Semantic Similarity Measures. 1003-1011
  
• Tim Van de Cruys, Thierry Poibeau, Anna Korhonen:
  Latent Vector Weighting for Word Meaning in Context. 1012-1022
  
• Lin Sun, Anna Korhonen:
  Hierarchical Verb Clustering Using Graph Factorization. 1023-1033
  
• Danilo Croce, Alessandro Moschitti, Roberto Basili:
  Structured Lexical Similarity via Convolution Kernels on Dependency Trees. 1034-1046
  
• Diarmuid Ó Séaghdha, Anna Korhonen:
  Probabilistic models of similarity in syntactic context. 1047-1057
  
• Dipak Chaudhari, Om P. Damani, Srivatsan Laxman:
  Lexical Co-occurrence, Statistical Significance, and Word Association. 1058-1068
  
• Altaf Rahman, Vincent Ng:
  Learning the Information Status of Noun Phrases in Spoken Dialogues. 1069-1080
  
• Balamurali A. R., Aditya Joshi, Pushpak Bhattacharyya:
  Harnessing WordNet Senses for Supervised Sentiment Classification. 1081-1091
  
• Song Feng, Ritwik Bose, Yejin Choi:
  Learning General Connotation of Words using Graph-based Algorithms. 1092-1103
  
• Marco Dinarelli, Sophie Rosset:
  Hypotheses Selection Criteria in a Reranking Framework for Spoken Language Understanding. 1104-1115
  
• Anoop Deoras, Tomas Mikolov, Kenneth Church:
  A Fast Re-scoring Strategy to Capture Long-Distance Dependencies. 1116-1127
  
• Puyang Xu, Asela Gunawardana, Sanjeev Khudanpur:
  Efficient Subsampling for Training Complex Language Models. 1128-1136
  
• Peng Li, Yinglin Wang, Wei Gao, Jing Jiang:
  Generating Aspect-oriented Multi-Document Summarization with Event-aspect model. 1137-1146
  
• Yue Zhang, Stephen Clark:
  Syntax-Based Grammaticality Improvement using CCG and Guided Search. 1147-1157
  
• Jette Viethen, Robert Dale, Markus Guhe:
  Generating Subsequent Reference in Shared Visual Scenes: Computation vs Re-Use. 1158-1167
  
• Juri Ganitkevitch, Chris Callison-Burch, Courtney Napoles, Benjamin Van Durme:
  Learning Sentential Paraphrases from Bilingual Parallel Corpora for Text-to-Text Generation. 1168-1179
  
• Zhenghua Li, Min Zhang, Wanxiang Che, Ting Liu, Wenliang Chen, Haizhou Li:
  Joint Models for Chinese POS Tagging and Dependency Parsing. 1180-1191
  
• Wenbin Jiang, Qun Liu, Yajuan Lv:
  Relaxed Cross-lingual Projection of Constituent Syntax. 1192-1201
  
• Nikhil Dinesh, Aravind K. Joshi, Insup Lee:
  Computing Logical Form on Regulatory Texts. 1202-1212
  
• Mark-Jan Nederhof, Giorgio Satta:
  Computation of Infix Probabilities for Probabilistic Context-Free Grammars. 1213-1221
  
• Enrique Henestroza Anguiano, Marie Candito:
  Parse Correction with Specialized Models for Difficult Attachment Types. 1222-1233
  
• Shay B. Cohen, Carlos Gómez-Rodríguez, Giorgio Satta:
  Exact Inference for Generative Probabilistic Non-Projective Dependency Parsing. 1234-1245
  
• Emily Thomforde, Mark Steedman:
  Semi-supervised CCG Lexicon Extension. 1246-1256
  
• Stephen Tratz, Eduard H. Hovy:
  A Fast, Accurate, Non-Projective, Semantically-Enriched Parser. 1257-1268
  
• Valentin I. Spitkovsky, Hiyan Alshawi, Daniel Jurafsky:
  Lateen EM: Unsupervised Training with Multiple Objectives, Applied to Dependency Grammar Induction. 1269-1280
  
• Valentin I. Spitkovsky, Hiyan Alshawi, Angel X. Chang, Daniel Jurafsky:
  Unsupervised Dependency Parsing without Gold Part-of-Speech Tags. 1281-1290
  
• Wei Xu, Joel R. Tetreault, Martin Chodorow, Ralph Grishman, Le Zhao:
  Exploiting Syntactic and Distributional Information for Spelling Correction with Web-Scale N-gram Models. 1291-1300
  
• John D. Burger, John C. Henderson, George Kim, Guido Zarrella:
  Discriminating Gender on Twitter. 1301-1309
  
• Roy Bar-Haim, Elad Dinur, Ronen Feldman, Moshe Fresko, Guy Goldstein:
  Identifying and Following Expert Investors in Stock Microblogs. 1310-1319
  
• Joel Lang, Mirella Lapata:
  Unsupervised Semantic Role Induction with Graph Partitioning. 1320-1331
  
• Yuanbin Wu, Qi Zhang, Xuanjing Huang, Lide Wu:
  Structural Opinion Mining for Graph-based Sentiment Representation. 1332-1341
  
• Rui Yan, Jian-Yun Nie, Xiaoming Li:
  Summarize What You Are Interested In: An Optimization Framework for Interactive Personalized Summarization. 1342-1351
  
• Mark Hopkins, Jonathan May:
  Tuning as Ranking. 1352-1362
  
• Ashish Venugopal, Jakob Uszkoreit, David Talbot, Franz Josef Och, Juri Ganitkevitch:
  Watermarking the Outputs of Structured Prediction with an application in Statistical Machine Translation. 1363-1372
  
• Gonzalo Iglesias, Cyril Allauzen, William Byrne, Adrià de Gispert, Michael Riley:
  Hierarchical Phrase-based Translation Representations. 1373-1383
  
• Ali El Kahki, Kareem Darwish, Ahmed Saad El Din, Mohamed Abd El-Wahab, Ahmed Hefny, Waleed Ammar:
  Improved Transliteration Mining Using Graph Reinforcement. 1384-1393
  
• Edward Grefenstette, Mehrnoosh Sadrzadeh:
  Experimental Support for a Categorical Compositional Distributional Model of Meaning. 1394-1404
  
• Joseph Reisinger, Raymond J. Mooney:
  Cross-Cutting Models of Lexical Semantics. 1405-1415
  
• Benjamin Börschinger, Bevan K. Jones, Mark Johnson:
  Reducing Grounded Learning Tasks To Grammatical Inference. 1416-1425
  
• Chang Wang, James Fan, Aditya Kalyanpur, David Gondek:
  Relation Extraction with Relation Topics. 1426-1436
  
• Marjorie Freedman, Lance A. Ramshaw, Elizabeth Boschee, Ryan Gabbard, Gary Kratkiewicz, Nicolas Ward, Ralph M. Weischedel:
  Extreme Extraction - Machine Reading in a Week. 1437-1446
  
• Thahir Mohamed, Estevam R. Hruschka Jr., Tom M. Mitchell:
  Discovering Relations between Noun Categories. 1447-1455
  
• Limin Yao, Aria Haghighi, Sebastian Riedel, Andrew McCallum:
  Structured Relation Discovery using Generative Models. 1456-1466
  
• Burr Settles:
  Closing the Loop: Fast, Interactive Semi-Supervised Annotation With Queries on Features and Instances. 1467-1478
  
• Katsuhiko Hayashi, Taro Watanabe, Masayuki Asahara, Yuji Matsumoto:
  Third-order Variational Reranking on Packed-Shared Dependency Forests. 1479-1488
  
• Keith Hall, Ryan T. McDonald, Jason Katz-Brown, Michael Ringgaard:
  Training dependency parsers by jointly optimizing multiple objectives. 1489-1499
  
• André F. T. Martins, Noah A. Smith, Mário A. T. Figueiredo, Pedro M. Q. Aguiar:
  Structured Sparsity in Structured Prediction. 1500-1511
  
• Tom Kwiatkowski, Luke S. Zettlemoyer, Sharon Goldwater, Mark Steedman:
  Lexical Generalization in CCG Grammar Induction for Semantic Parsing. 1512-1523
  
• Alan Ritter, Sam Clark, Mausam, Oren Etzioni:
  Named Entity Recognition in Tweets: An Experimental Study. 1524-1534
  
• Anthony Fader, Stephen Soderland, Oren Etzioni:
  Identifying Relations for Open Information Extraction. 1535-1545
  
• Florian Laws, Christian Scheible, Hinrich Schütze:
  Active Learning with Amazon Mechanical Turk. 1546-1556
  
• Duangmanee Putthividhya, Junling Hu:
  Bootstrapped Named Entity Recognition for Product Attribute Extraction. 1557-1567
  
• Eiji Aramaki, Sachiko Maskawa, Mizuki Morita:
  Twitter Catches The Flu: Detecting Influenza Epidemics using Twitter. 1568-1576
  
• Zhiyuan Liu, Xinxiong Chen, Maosong Sun:
  A Simple Word Trigger Method for Social Tag Suggestion. 1577-1588
  
• Vahed Qazvinian, Emily Rosengren, Dragomir R. Radev, Qiaozhu Mei:
  Rumor has it: Identifying Misinformation in Microblogs. 1589-1599
  
• Sze-Meng Jojo Wong, Mark Dras:
  Exploiting Parse Structures for Native Language Identification. 1600-1610
  
• Wei Lu, Hwee Tou Ng:
  A Probabilistic Forest-to-String Model for Language Generation from Typed Lambda Calculus Expressions. 1611-1622
  

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