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"first": "Preslav", "middle": [], "last": "Nakov", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Jian- Yun", "middle": [], "last": "Nie", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Kemal", "middle": [], "last": "Oflazer", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Bea", "middle": [], "last": "Oshika", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Dan", "middle": [], "last": "Roth", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Kenneth", "middle": [], "last": "Samuel", "suffix": "", "affiliation": {}, "email": "" }, { "first": "John", "middle": [], "last": "White", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Qiang", "middle": [], "last": "Yang", "suffix": "", "affiliation": {}, "email": "" } ], "year": "", "venue": null, "identifiers": {}, "abstract": "Welcome to the ACL-IJCNLP 2009, the first joint conference sponsored by the ACL (Association for Computational Linguistics) and the AFNLP (Asian Federation of Natural Language Processing). The idea to have a joint conference for ACL and AFNLP was first discussed at ACL-05 (Ann Arbor, Michigan) among Martha Palmer (ACL President), Benjamin T'sou (AFNLP President), Jun'ichi Tsujii (AFNLP Vice President) and Keh-Yih Su (AFNLP Conference Coordinating Committee Chair, also the Secretary General). We are glad that the original idea has come true four years later, and even the affiliation relationship between these two organizations has been built up now. In this joint conference, we have tried to mix the spirit from both ACL and AFNLP; and, Singapore, which itself has a mixture of diversified cultures from eastern and western regions, is certainly a wonderful place to see how different languages meet each other. We hope you will enjoy this big event held in this garden city, which is brought to you via the efforts from each member of the conference organization team. Among our hard working organizers, I would like to thank the Program Chairs, Jan Wiebe and Jian Su, who has carefully selected papers from our record high submissions, and the Local Arrangements Chair, Haizhou Li, who has shown his excellent capability in smoothly organizing various events and details. My thanks will also go to other chairs for their competent and hard work: The Webmaster,", "pdf_parse": { "paper_id": "P09-1000", "_pdf_hash": "", "abstract": [ { "text": "Welcome to the ACL-IJCNLP 2009, the first joint conference sponsored by the ACL (Association for Computational Linguistics) and the AFNLP (Asian Federation of Natural Language Processing). The idea to have a joint conference for ACL and AFNLP was first discussed at ACL-05 (Ann Arbor, Michigan) among Martha Palmer (ACL President), Benjamin T'sou (AFNLP President), Jun'ichi Tsujii (AFNLP Vice President) and Keh-Yih Su (AFNLP Conference Coordinating Committee Chair, also the Secretary General). We are glad that the original idea has come true four years later, and even the affiliation relationship between these two organizations has been built up now. In this joint conference, we have tried to mix the spirit from both ACL and AFNLP; and, Singapore, which itself has a mixture of diversified cultures from eastern and western regions, is certainly a wonderful place to see how different languages meet each other. We hope you will enjoy this big event held in this garden city, which is brought to you via the efforts from each member of the conference organization team. Among our hard working organizers, I would like to thank the Program Chairs, Jan Wiebe and Jian Su, who has carefully selected papers from our record high submissions, and the Local Arrangements Chair, Haizhou Li, who has shown his excellent capability in smoothly organizing various events and details. My thanks will also go to other chairs for their competent and hard work: The Webmaster,", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Abstract", "sec_num": null } ], "body_text": [ { "text": "Qiang Yang is a professor in the Department of Computer Science and Engineering, Hong Kong University of Science and Technology. His research interests are artificial intelligence, including automated planning, machine learning and data mining. He graduated from Peking University in 1982 with BSc. in Astrophysics, and obtained his MSc. degrees ", "cite_spans": [ { "start": 333, "end": 345, "text": "MSc. degrees", "ref_id": null } ], "ref_spans": [], "eq_spans": [], "section": "Biography", "sec_num": null }, { "text": "I will look back through nearly forty years of computational research on discourse, noting some problems (such as context-dependence and inference) that were identified early on as a hindrance to further progress, some admirable successes that we have achieved so far in the development of algorithms and resources, and some challenges that we may want to (or that we may have to!) take up in the future, with particular attention to problems of data annotation and genre dependence. Gaylord. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .10 ", "cite_spans": [ { "start": 484, "end": 574, "text": "Gaylord. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .10", "ref_id": null } ], "ref_spans": [], "eq_spans": [], "section": "Abstract", "sec_num": null } ], "back_matter": [], "bib_entries": { "BIBREF0": { "ref_id": "b0", "title": "Ye-Yi A Comparative Study of Hypothesis Alignment and its Improvement for Machine Translation System Combination Boxing Chen", "authors": [ { "first": "Shlomo", "middle": [], "last": "Argamon", "suffix": "" }, { "first": "Javier", "middle": [], "last": "Artiles", "suffix": "" }, { "first": "Giuseppe", "middle": [], "last": "Attardi", "suffix": "" }, { "first": "S", "middle": [ "R K" ], "last": "Branavan", "suffix": "" }, { "first": "Julian", "middle": [], "last": "Brooke", "suffix": "" }, { "first": "David", "middle": [], "last": "Burkett", "suffix": "" }, { "first": "Yong", "middle": [], "last": "Cao", "suffix": "" }, { "first": "Yufeng", "middle": [], "last": "Chen", "suffix": "" }, { "first": "Yu", "middle": [], "last": "Chen", "suffix": "" }, { "first": "Ying", "middle": [], "last": "Chen", "suffix": "" }, { "first": "Bonaventura", "middle": [], "last": "Coppola", "suffix": "" }, { "first": "Sajib", "middle": [], "last": "Dasgupta", "suffix": "" }, { "first": "Anirban", "middle": [], "last": "Dasgupta", "suffix": "" }, { "first": "Diego", "middle": [ "De" ], "last": "Cao", "suffix": "" }, { "first": "Oier", "middle": [], "last": "Lopez De Lacalle", "suffix": "" }, { "first": "Adi", "middle": [], "last": "Eyal", "suffix": "" }, { "first": "Jung-Wei", "middle": [], "last": "Fan", "suffix": "" }, { "first": "Moshe", "middle": [], "last": "Benoit Favre", "suffix": "" }, { "first": "Oana", "middle": [], "last": "Fresko", "suffix": "" }, { "first": "Bin", "middle": [], "last": "Frunza", "suffix": "" }, { "first": "Xi-Wu", "middle": [], "last": "Gao", "suffix": "" }, { "first": "Zhongjun", "middle": [], "last": "Han", "suffix": "" }, { "first": "Carmen", "middle": [], "last": "He", "suffix": "" }, { "first": "Zhongjun", "middle": [], "last": "Heger", "suffix": "" }, { "first": "Wenbin", "middle": [], "last": "He", "suffix": "" }, { "first": "Richard", "middle": [], "last": "Jiang", "suffix": "" }, { "first": "Anna", "middle": [], "last": "Johansson", "suffix": "" }, { "first": "Alistair", "middle": [], "last": "Kazantseva", "suffix": "" }, { "first": "Fazel", "middle": [], "last": "Kennedy", "suffix": "" }, { "first": "Gerhard", "middle": [], "last": "Keshtkar", "suffix": "" }, { "first": "Patrik", "middle": [], "last": "Kremer", "suffix": "" }, { "first": "Greg", "middle": [], "last": "Lambert", "suffix": "" }, { "first": "Oliver", "middle": [], "last": "Langmead", "suffix": "" }, { "first": "Gregor", "middle": [], "last": "Lemon", "suffix": "" }, { "first": "Xiao", "middle": [], "last": "Leusch", "suffix": "" }, { "first": "Shoushan", "middle": [], "last": "Li", "suffix": "" }, { "first": "Wei", "middle": [], "last": "Li", "suffix": "" }, { "first": "Sujian", "middle": [], "last": "Li", "suffix": "" }, { "first": "Xiaojiang", "middle": [], "last": "Li", "suffix": "" }, { "first": "Ting", "middle": [], "last": "Liu", "suffix": "" }, { "first": "Yang", "middle": [], "last": "Liu", "suffix": "" }, { "first": "Yue", "middle": [], "last": "Liu", "suffix": "" }, { "first": "Jia", "middle": [], "last": "Lu", "suffix": "" }, { "first": "Weihua", "middle": [], "last": "Lu", "suffix": "" }, { "first": "Gang", "middle": [], "last": "Luo", "suffix": "" }, { "first": "Yong-Liang", "middle": [], "last": "Luo", "suffix": "" }, { "first": "Saab", "middle": [], "last": "Ma", "suffix": "" }, { "first": "Haitao", "middle": [], "last": "Mansour", "suffix": "" }, { "first": "Peter", "middle": [], "last": "Mi", "suffix": "" }, { "first": "Peter", "middle": [], "last": "Nabenda", "suffix": "" }, { "first": "Ramesh", "middle": [], "last": "Nabende", "suffix": "" }, { "first": "Dipasree", "middle": [], "last": "Nallapati", "suffix": "" }, { "first": "Adam", "middle": [], "last": "Pal", "suffix": "" }, { "first": "Emanuele", "middle": [], "last": "Pauls", "suffix": "" }, { "first": "Daniele", "middle": [], "last": "Pianta", "suffix": "" }, { "first": "Guilin", "middle": [], "last": "Pighin", "suffix": "" }, { "first": "Wei", "middle": [], "last": "Qi", "suffix": "" }, { "first": "Tao", "middle": [], "last": "Qiao", "suffix": "" }, { "first": "", "middle": [], "last": "Qin", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Shlomo Argamon, Javier Artiles, Giuseppe Attardi, S.R.K. 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Tomanek and Udo Hahn . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1039", "links": null }, "BIBREF11": { "ref_id": "b11", "title": "Word or Phrase? Learning Which Unit to Stress for Information Retrieval Young-In Song", "authors": [ { "first": "Jung-Tae", "middle": [], "last": "Lee", "suffix": "" }, { "first": "Hae-Chang", "middle": [], "last": "Rim", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Word or Phrase? Learning Which Unit to Stress for Information Retrieval Young-In Song, Jung-Tae Lee and Hae-Chang Rim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1048", "links": null }, "BIBREF12": { "ref_id": "b12", "title": "Post Retrieval Model that Uses Query Expansion based on External Collections Wouter Weerkamp, Krisztian Balog and Maarten de Rijke", "authors": [ { "first": "", "middle": [], "last": "A Generative", "suffix": "" }, { "first": "", "middle": [], "last": "Blog", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "A Generative Blog Post Retrieval Model that Uses Query Expansion based on External Collections Wouter Weerkamp, Krisztian Balog and Maarten de Rijke . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1057", "links": null }, "BIBREF13": { "ref_id": "b13", "title": "Language Identification of Search Engine Queries Hakan", "authors": [ { "first": "Yookyung", "middle": [], "last": "Ceylan", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "Kim", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Language Identification of Search Engine Queries Hakan Ceylan and Yookyung Kim . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1066", "links": null }, "BIBREF14": { "ref_id": "b14", "title": "Exploiting Bilingual Information to Improve Web Search", "authors": [ { "first": "Wei", "middle": [], "last": "Gao", "suffix": "" }, { "first": "John", "middle": [], "last": "Blitzer", "suffix": "" }, { "first": "Ming", "middle": [], "last": "Zhou", "suffix": "" }, { "first": "Kam-Fai", "middle": [], "last": "Wong", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Exploiting Bilingual Information to Improve Web Search Wei Gao, John Blitzer, Ming Zhou and Kam-Fai Wong . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1075", "links": null }, "BIBREF15": { "ref_id": "b15", "title": "50 Unsupervised Multilingual Grammar Induction Benjamin Snyder, Tahira Naseem and Regina Barzilay Session 1C:Statistical and Machine Learning Methods 1 Chaired by Jun Suzuki 10:10-10:35 Reinforcement Learning for Mapping Instructions to Actions S", "authors": [ { "first": ";", "middle": [ "R K" ], "last": "Monday", "suffix": "" }, { "first": "Harr", "middle": [], "last": "Branavan", "suffix": "" }, { "first": "Luke", "middle": [], "last": "Chen", "suffix": "" }, { "first": "Regina", "middle": [], "last": "Zettlemoyer", "suffix": "" }, { "first": "", "middle": [], "last": "Barzilay", "suffix": "" } ], "year": 2009, "venue": "", "volume": "10", "issue": "", "pages": "25--36", "other_ids": {}, "num": null, "urls": [], "raw_text": "Monday, August 3, 2009 (continued) Session 1B: Syntax and Parsing 1 Chaired by Christopher Manning 10:10-10:35 Exploiting Heterogeneous Treebanks for Parsing Zheng-Yu Niu, Haifeng Wang and Hua Wu 10:35-11:00 Cross Language Dependency Parsing using a Bilingual Lexicon Hai Zhao, Yan Song, Chunyu Kit and Guodong Zhou 11:00-11:25 Topological Field Parsing of German Jackie Chi Kit Cheung and Gerald Penn 11:25-11:50 Unsupervised Multilingual Grammar Induction Benjamin Snyder, Tahira Naseem and Regina Barzilay Session 1C:Statistical and Machine Learning Methods 1 Chaired by Jun Suzuki 10:10-10:35 Reinforcement Learning for Mapping Instructions to Actions S.R.K. Branavan, Harr Chen, Luke Zettlemoyer and Regina Barzilay 10:35-11:00 Learning Semantic Correspondences with Less Supervision Percy Liang, Michael Jordan and Dan Klein 11:00-11:25 Bayesian Unsupervised Word Segmentation with Nested Pitman-Yor Language Modeling Daichi Mochihashi, Takeshi Yamada and Naonori Ueda 11:25-11:50 Knowing the Unseen: Estimating Vocabulary Size over Unseen Samples Suma Bhat and Richard Sproat xxviii", "links": null }, "BIBREF16": { "ref_id": "b16", "title": ":35 Cross-Domain Dependency Parsing Using a Deep Linguistic Grammar Yi Zhang and Rui Wang Session 3C: Information Extraction 1 Chaired by Eduard Hovy 15:30-15:55 A Chinese-English Organization Name Translation System Using Heuristic Web Mining and Asymmetric Alignment Fan Yang", "authors": [ { "first": "", "middle": [], "last": "Monday", "suffix": "" } ], "year": 2009, "venue": "Efficient Minimum Error Rate Training and Minimum Bayes-Risk Decoding for Translation Hypergraphs and Lattices Shankar Kumar, Wolfgang Macherey", "volume": "10", "issue": "", "pages": "10--17", "other_ids": {}, "num": null, "urls": [], "raw_text": "Monday, August 3, 2009 (continued) Session 1D: Phonology and Morphology Chaired by Jason Eisner 10:10-10:35 A Ranking Approach to Stress Prediction for Letter-to-Phoneme Conversion Qing Dou, Shane Bergsma, Sittichai Jiampojamarn and Grzegorz Kondrak 10:35-11:00 Reducing the Annotation Effort for Letter-to-Phoneme Conversion Kenneth Dwyer and Grzegorz Kondrak 11:00-11:25 Transliteration Alignment Vladimir Pervouchine, Haizhou Li and Bo Lin 11:25-11:50 Automatic training of lemmatization rules that handle morphological changes in pre-, in- and suffixes alike Bart Jongejan and Hercules Dalianis 11:50-13:20 Lunch Session 2A: Machine Translation 1 Chaired by Qun Liu 13:20-13:45 Revisiting Pivot Language Approach for Machine Translation Hua Wu and Haifeng Wang 13:45-14:10 Efficient Minimum Error Rate Training and Minimum Bayes-Risk Decoding for Transla- tion Hypergraphs and Lattices Shankar Kumar, Wolfgang Macherey, Chris Dyer and Franz Och 14:10-14:35 Forest-based Tree Sequence to String Translation Model Hui Zhang, Min Zhang, Haizhou Li, Aiti Aw and Chew Lim Tan 14:35-15:00 Active Learning for Multilingual Statistical Machine Translation Gholamreza Haffari and Anoop Sarkar xxix Monday, August 3, 2009 (continued) Session 2B: Generation and Summariation 1 Chaired by Anja Belz 13:20-13:45 DEPEVAL(summ): Dependency-based Evaluation for Automatic Summaries Karolina Owczarzak 13:45-14:10 Summarizing Definition from Wikipedia Shiren Ye, Tat-Seng Chua and Jie LU 14:10-14:35 Automatically Generating Wikipedia Articles: A Structure-Aware Approach Christina Sauper and Regina Barzilay 14:35-15:00 Learning to Tell Tales: A Data-driven Approach to Story Generation Neil McIntyre and Mirella Lapata Session 2C: Sentiment Analysis and Text Categorization 1 Chaired by Katja Markert 13:20-13:45 Recognizing Stances in Online Debates Swapna Somasundaran and Janyce Wiebe 13:45-14:10 Co-Training for Cross-Lingual Sentiment Classification Xiaojun Wan 14:10-14:35 A Non-negative Matrix Tri-factorization Approach to Sentiment Classification with Lexical Prior Knowledge Tao Li, Yi Zhang and Vikas Sindhwani 14:35-15:00 Discovering the Discriminative Views: Measuring Term Weights for Sentiment Analysis Jungi Kim, Jin-Ji Li and Jong-Hyeok Lee xxx Monday, August 3, 2009 (continued) Session 2D: Language Resources Chaired by Nicoletta Calzolari 13:20-13:45 Compiling a Massive, Multilingual Dictionary via Probabilistic Inference Mausam, Stephen Soderland, Oren Etzioni, Daniel Weld, Michael Skinner and Jeff Bilmes 13:45-14:10 A Metric-based Framework for Automatic Taxonomy Induction Hui Yang and Jamie Callan 14:10-14:35 Learning with Annotation Noise Eyal Beigman and Beata Beigman Klebanov 14:35-15:00 Abstraction and Generalisation in Semantic Role Labels: PropBank, VerbNet or both? Paola Merlo and Lonneke van der Plas 15:00-15:30 Break Session 3A: Machine Translation 2 Chaired by Haifeng Wang 15:30-15:55 Robust Machine Translation Evaluation with Entailment Features Sebastian Pado, Michel Galley, Dan Jurafsky and Christopher D. Manning 15:55-16:20 The Contribution of Linguistic Features to Automatic Machine Translation Evaluation Enrique Amig\u00f3, Jes\u00fas Gim\u00e9nez, Julio Gonzalo and Felisa Verdejo 16:20-16:45 A Syntax-Driven Bracketing Model for Phrase-Based Translation Deyi Xiong, Min Zhang, Aiti Aw and Haizhou Li 16:45-17:10 Topological Ordering of Function Words in Hierarchical Phrase-based Translation Hendra Setiawan, Min Yen Kan, Haizhou Li and Philip Resnik 17:10-17:35 Phrase-Based Statistical Machine Translation as a Traveling Salesman Problem Mikhail Zaslavskiy, Marc Dymetman and Nicola Cancedda Monday, August 3, 2009 (continued) Session 3B: Syntax and Parsing 2 Chaired by Dan Klein 15:30-15:55 Concise Integer Linear Programming Formulations for Dependency Parsing Andre Martins, Noah Smith and Eric Xing 15:55-16:20 Non-Projective Dependency Parsing in Expected Linear Time Joakim Nivre 16:20-16:45 Semi-supervised Learning of Dependency Parsers using Generalized Expectation Criteria Gregory Druck, Gideon Mann and Andrew McCallum 16:45-17:10 Dependency Grammar Induction via Bitext Projection Constraints Kuzman Ganchev, Jennifer Gillenwater and Ben Taskar 17:10-17:35 Cross-Domain Dependency Parsing Using a Deep Linguistic Grammar Yi Zhang and Rui Wang Session 3C: Information Extraction 1 Chaired by Eduard Hovy 15:30-15:55 A Chinese-English Organization Name Translation System Using Heuristic Web Mining and Asymmetric Alignment Fan Yang, Jun Zhao and Kang Liu 15:55-16:20 Reducing Semantic Drift with Bagging and Distributional Similarity Tara McIntosh and James R. Curran 16:20-16:45 Jointly Identifying Temporal Relations with Markov Logic Katsumasa Yoshikawa, Sebastian Riedel, Masayuki Asahara and Yuji Matsumoto 16:45-17:10 Profile Based Cross-Document Coreference Using Kernelized Fuzzy Relational Clustering Jian Huang, Sarah M. Taylor, Jonathan L. Smith, Konstantinos A. Fotiadis and C. Lee Giles 17:10-17:35 Who, What, When, Where, Why? Comparing Multiple Approaches to the Cross-Lingual 5W Task Kristen Parton, Kathleen R. McKeown, Bob Coyne, Mona T. Diab, Ralph Grishman, Dilek Hakkani-T\u00fcr, Mary Harper, Heng Ji, Wei Yun Ma, Adam Meyers, Sara Stolbach, Ang Sun, Gokhan Tur, Wei Xu and Sibel Yaman", "links": null }, "BIBREF17": { "ref_id": "b17", "title": "Automatic Set Instance Extraction using the Web", "authors": [ { "first": "", "middle": [], "last": "Monday", "suffix": "" } ], "year": 2009, "venue": "35 Paraphrase Identification as Probabilistic Quasi-Synchronous Recognition Dipanjan Das and Noah A. Smith Tuesday", "volume": "15", "issue": "", "pages": "10--17", "other_ids": {}, "num": null, "urls": [], "raw_text": "Monday, August 3, 2009 (continued) Session 3D: Semantics 2 Chaired by Patrick Pantel 15:30-15:55 Bilingual Co-Training for Monolingual Hyponymy-Relation Acquisition Jong-Hoon Oh, Kiyotaka Uchimoto and Kentaro Torisawa 15:55-16:20 Automatic Set Instance Extraction using the Web Richard C. Wang and William W. Cohen 16:20-16:45 Extracting Lexical Reference Rules from Wikipedia Eyal Shnarch, Libby Barak and Ido Dagan 16:45-17:10 Employing Topic Models for Pattern-based Semantic Class Discovery Huibin Zhang, Mingjie Zhu, Shuming Shi and Ji-Rong Wen 17:10-17:35 Paraphrase Identification as Probabilistic Quasi-Synchronous Recognition Dipanjan Das and Noah A. Smith Tuesday, August 4, 2009", "links": null }, "BIBREF18": { "ref_id": "b18", "title": "A global model for joint lemmatization and part-of-speech prediction Kristina Toutanova and Colin Cherry 09:20-09:45 Distributional Representations for Handling Sparsity in Supervised Sequence-Labeling Fei Huang and Alexander Yates xxxiii Tuesday", "authors": [], "year": 2009, "venue": "Automatic Adaptation of Annotation Standards: Chinese Word Segmentation and POS Tagging -A Case Study Wenbin Jiang, Liang Huang and Qun Liu Session 4C: Spoken Language Processing 1 Chaired by", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Session 4A: Statistical and Machine Learning Methods 2 Chaired by Hal Daum\u00e9 III 08:30-08:55 Stochastic Gradient Descent Training for L1-regularized Log-linear Models with Cumu- lative Penalty Yoshimasa Tsuruoka, Jun'ichi Tsujii and Sophia Ananiadou 08:55-09:20 A global model for joint lemmatization and part-of-speech prediction Kristina Toutanova and Colin Cherry 09:20-09:45 Distributional Representations for Handling Sparsity in Supervised Sequence-Labeling Fei Huang and Alexander Yates xxxiii Tuesday, August 4, 2009 (continued) Session 4B: Word Segmentation and POS Tagging Chaired by Hwee Tou Ng 08:30-08:55 Minimized Models for Unsupervised Part-of-Speech Tagging Sujith Ravi and Kevin Knight 08:55-09:20 An Error-Driven Word-Character Hybrid Model for Joint Chinese Word Segmentation and POS Tagging Canasai Kruengkrai, Kiyotaka Uchimoto, Jun'ichi Kazama, Yiou Wang, Kentaro Torisawa and Hitoshi Isahara 09:20-09:45 Automatic Adaptation of Annotation Standards: Chinese Word Segmentation and POS Tagging -A Case Study Wenbin Jiang, Liang Huang and Qun Liu Session 4C: Spoken Language Processing 1 Chaired by Brian Roark 08:30-08:55 Linefeed Insertion into Japanese Spoken Monologue for Captioning Tomohiro Ohno, Masaki Murata and Shigeki Matsubara 08:55-09:20 Semi-supervised Learning for Automatic Prosodic Event Detection Using Co-training Al- gorithm Je Hun Jeon and Yang Liu 09:20-09:45 Summarizing multiple spoken documents: finding evidence from untranscribed audio Xiaodan Zhu, Gerald Penn and Frank Rudzicz Session 4DI: Short Paper 1 (Syntax and Parsing)", "links": null }, "BIBREF19": { "ref_id": "b19", "title": ":30 A Novel Discourse Parser Based on Support Vector Machine Classification David duVerle and Helmut Prendinger 11:30-11:55 Genre distinctions for discourse in the Penn TreeBank", "authors": [ { "first": "Nan", "middle": [], "last": "Duan", "suffix": "" }, { "first": "Dongdong", "middle": [], "last": "Zhang", "suffix": "" }, { "first": "Chi-Ho", "middle": [], "last": "Li", "suffix": "" }, { "first": "Ming", "middle": [], "last": "Zhou", "suffix": "" } ], "year": 1920, "venue": "55 Collaborative Decoding: Partial Hypothesis Re-ranking Using Translation Consensus between Decoders Mu Li", "volume": "11", "issue": "", "pages": "20--34", "other_ids": {}, "num": null, "urls": [], "raw_text": "Session 4DII: Short Paper 2 (Discourse and Dialogue) 09:45-10:15 Break xxxiv Tuesday, August 4, 2009 (continued) Session 5A: Machine Translation 3 Chaired by Dan Gildea 10:15-10:40 Improving Tree-to-Tree Translation with Packed Forests Yang Liu, Yajuan L\u00fc and Qun Liu 10:40-11:05 Fast Consensus Decoding over Translation Forests John DeNero, David Chiang and Kevin Knight 11:05-11:30 Joint Decoding with Multiple Translation Models Yang Liu, Haitao Mi, Yang Feng and Qun Liu 11:30-11:55 Collaborative Decoding: Partial Hypothesis Re-ranking Using Translation Consensus be- tween Decoders Mu Li, Nan Duan, Dongdong Zhang, Chi-Ho Li and Ming Zhou 11:55-12:20 Variational Decoding for Statistical Machine Translation Zhifei Li, Jason Eisner and Sanjeev Khudanpur Session 5B: Semantics 3 Chaired by Diana McCarthy 10:15-10:40 Unsupervised Learning of Narrative Schemas and their Participants Nathanael Chambers and Dan Jurafsky 10:40-11:05 Learning a Compositional Semantic Parser using an Existing Syntactic Parser Ruifang Ge and Raymond Mooney 11:05-11:30 Latent Variable Models of Concept-Attribute Attachment Joseph Reisinger and Marius Pasca 11:30-11:55 The Chinese Aspect Generation Based on Aspect Selection Functions Guowen Yang and John Bateman 11:55-12:20 Quantitative modeling of the neural representation of adjective-noun phrases to account for fMRI activation Kai-min K. Chang, Vladimir L. Cherkassky, Tom M. Mitchell and Marcel Adam Just Tuesday, August 4, 2009 (continued) Session 5C: Discourse and Dialogue 1 Chaired by Kathy McKeown 10:15-10:40 Capturing Salience with a Trainable Cache Model for Zero-anaphora Resolution Ryu Iida, Kentaro Inui and Yuji Matsumoto 10:40-11:05 Conundrums in Noun Phrase Coreference Resolution: Making Sense of the State-of-the- Art Veselin Stoyanov, Nathan Gilbert, Claire Cardie and Ellen Riloff 11:05-11:30 A Novel Discourse Parser Based on Support Vector Machine Classification David duVerle and Helmut Prendinger 11:30-11:55 Genre distinctions for discourse in the Penn TreeBank Bonnie Webber 11:55-12:20 Automatic sense prediction for implicit discourse relations in text Emily Pitler, Annie Louis and Ani Nenkova Session 5D: Student Research Workshop 12:20-14:20 Short Paper Poster / SRW Poster Session (Lunch) Session 6A: Short Paper 3 (Machine Translation)", "links": null }, "BIBREF20": { "ref_id": "b20", "title": "Session 6C: Short Paper 5 (Spoken Language Processing", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Session 6C: Short Paper 5 (Spoken Language Processing)", "links": null }, "BIBREF21": { "ref_id": "b21", "title": "Session 6D: Short Paper 6 (Statistical and Machine Learning Methods 1)", "authors": [ { "first": "Tuesday", "middle": [], "last": "", "suffix": "" } ], "year": 2009, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Tuesday, August 4, 2009 (continued) Session 6D: Short Paper 6 (Statistical and Machine Learning Methods 1)", "links": null }, "BIBREF22": { "ref_id": "b22", "title": "Session 6E: Short Paper 7 (Summarization and Generation)", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Session 6E: Short Paper 7 (Summarization and Generation)", "links": null }, "BIBREF23": { "ref_id": "b23", "title": "Session 6F: Short Paper", "authors": [], "year": null, "venue": "", "volume": "8", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Session 6F: Short Paper 8 (Sentiment Analysis)", "links": null }, "BIBREF24": { "ref_id": "b24", "title": "Session 6G: Short Paper 9", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Session 6G: Short Paper 9 (Question Answering)", "links": null }, "BIBREF25": { "ref_id": "b25", "title": "Classify the Hard: A Semi-Supervised Approach to Automatic Sentiment Classification Sajib Dasgupta and Vincent Ng 17:40-18:05 Modeling Latent Biographic Attributes in Conversational Genres Nikesh Garera and David Yarowsky Session 7B: Question Answering Chaired by Hae-Chang Rim 16:50-17:15 A Graph-based Semi-Supervised Learning for Question-Answering Asli Celikyilmaz", "authors": [], "year": 2009, "venue": "40 Combining Lexical Semantic Resources with Question & Answer Archives for Translation-Based Answer Finding Delphine Bernhard and Iryna Gurevych", "volume": "16", "issue": "", "pages": "40--58", "other_ids": {}, "num": null, "urls": [], "raw_text": "Session 6H: Short Paper 10 (Statistical and Machine Learning Methods 2) 16:25-16:50 Break Session 7A: Sentiment Analysis and Text Categorization 2 Chaired by Bing Liu 16:50-17:15 A Framework of Feature Selection Methods for Text Categorization Shoushan Li, Rui Xia, Chengqing Zong and Chu-Ren Huang 17:15-17:40 Mine the Easy, Classify the Hard: A Semi-Supervised Approach to Automatic Sentiment Classification Sajib Dasgupta and Vincent Ng 17:40-18:05 Modeling Latent Biographic Attributes in Conversational Genres Nikesh Garera and David Yarowsky Session 7B: Question Answering Chaired by Hae-Chang Rim 16:50-17:15 A Graph-based Semi-Supervised Learning for Question-Answering Asli Celikyilmaz, Marcus Thint and Zhiheng Huang 17:15-17:40 Combining Lexical Semantic Resources with Question & Answer Archives for Translation- Based Answer Finding Delphine Bernhard and Iryna Gurevych 17:40-18:05 Answering Opinion Questions with Random Walks on Graphs Fangtao Li, Yang Tang, Minlie Huang and Xiaoyan Zhu Tuesday, August 4, 2009 (continued) Session 7C: Spoken Language Processing 2 Chaired by Yang Liu 16:50-17:15 What lies beneath: Semantic and syntactic analysis of manually reconstructed sponta- neous speech Erin Fitzgerald, Frederick Jelinek and Robert Frank 17:15-17:40 Discriminative Lexicon Adaptation for Improved Character Accuracy -A New Direction in Chinese Language Modeling Yi-cheng Pan, Lin-shan Lee and Sadaoki Furui 17:40-18:05 Improving Automatic Speech Recognition for Lectures through Transformation-based Rules Learned from Minimal Data Cosmin Munteanu, Gerald Penn and Xiaodan Zhu Session 7D: Short Paper 11 (Information Extraction)", "links": null }, "BIBREF26": { "ref_id": "b26", "title": "Future Challenges 09:30-10:00 Break Session 8A: Machine Translation 4 Chaired by Dekai Wu 09:55-10:20 Quadratic-Time Dependency Parsing for Machine Translation Michel Galley and Christopher D. Manning 10:20-10:45 A Gibbs Sampler for Phrasal Synchronous Grammar Induction Phil Blunsom", "authors": [ { "first": "", "middle": [], "last": "Wednesday", "suffix": "" } ], "year": 2009, "venue": "35 Case markers and Morphology: Addressing the crux of the fluency problem in English-Hindi SMT Ananthakrishnan Ramanathan, Hansraj Choudhary, Avishek Ghosh and Pushpak Bhattacharyya xxxviii", "volume": "10", "issue": "", "pages": "10--11", "other_ids": {}, "num": null, "urls": [], "raw_text": "Wednesday, August 5, 2009 08:30-09:30 Invited Talk: Bonnie Webber, Discourse -Early Problems, Current Successes, Future Challenges 09:30-10:00 Break Session 8A: Machine Translation 4 Chaired by Dekai Wu 09:55-10:20 Quadratic-Time Dependency Parsing for Machine Translation Michel Galley and Christopher D. Manning 10:20-10:45 A Gibbs Sampler for Phrasal Synchronous Grammar Induction Phil Blunsom, Trevor Cohn, Chris Dyer and Miles Osborne 10:45-11:10 Source-Language Entailment Modeling for Translating Unknown Terms Shachar Mirkin, Lucia Specia, Nicola Cancedda, Ido Dagan, Marc Dymetman and Idan Szpektor 11:10-11:35 Case markers and Morphology: Addressing the crux of the fluency problem in English- Hindi SMT Ananthakrishnan Ramanathan, Hansraj Choudhary, Avishek Ghosh and Pushpak Bhat- tacharyya xxxviii", "links": null }, "BIBREF27": { "ref_id": "b27", "title": "(continued) Session 8D: Discourse and Dialogue 2 Chaired by Gary Geunbae Lee 09:55-10:20 Comparing Objective and Subjective Measures of Usability in a Human-Robot Dialogue System Mary Ellen Foster", "authors": [ { "first": "Sumit", "middle": [], "last": "Wednesday ; Retrieval Govind Kothari", "suffix": "" }, { "first": "", "middle": [], "last": "Negi", "suffix": "" }, { "first": "A", "middle": [], "last": "Tanveer", "suffix": "" }, { "first": "", "middle": [], "last": "Faruquie", "suffix": "" }, { "first": "T", "middle": [], "last": "Venkatesan", "suffix": "" }, { "first": "L", "middle": [], "last": "Chakaravarthy", "suffix": "" } ], "year": 2009, "venue": "35 Application-driven Statistical Paraphrase Generation Shiqi Zhao, Xiang Lan, Ting Liu and Sheng Li Session 8C: Text Mining and NLP applications Chaired by Sophia", "volume": "10", "issue": "", "pages": "5--16", "other_ids": {}, "num": null, "urls": [], "raw_text": "Wednesday, August 5, 2009 (continued) Session 8B: Generation and Summarization 2 Chaired by Regina Barzilay 09:55-10:20 Dependency Based Chinese Sentence Realization Wei He, Haifeng Wang, Yuqing Guo and Ting Liu 10:20-10:45 Incorporating Information Status into Generation Ranking Aoife Cahill and Arndt Riester 10:45-11:10 A Syntax-Free Approach to Japanese Sentence Compression Tsutomu Hirao, Jun Suzuki and Hideki Isozaki 11:10-11:35 Application-driven Statistical Paraphrase Generation Shiqi Zhao, Xiang Lan, Ting Liu and Sheng Li Session 8C: Text Mining and NLP applications Chaired by Sophia Ananioudou 09:55-10:20 Semi-Supervised Cause Identification from Aviation Safety Reports Isaac Persing and Vincent Ng 10:20-10:45 SMS based Interface for FAQ Retrieval Govind Kothari, Sumit Negi, Tanveer A. Faruquie, Venkatesan T. Chakaravarthy and L. Venkata Subramaniam 10:45-11:10 Semantic Tagging of Web Search Queries Mehdi Manshadi and Xiao Li 11:10-11:35 Mining Bilingual Data from the Web with Adaptively Learnt Patterns Long Jiang, Shiquan Yang, Ming Zhou, Xiaohua Liu and Qingsheng Zhu xxxix Wednesday, August 5, 2009 (continued) Session 8D: Discourse and Dialogue 2 Chaired by Gary Geunbae Lee 09:55-10:20 Comparing Objective and Subjective Measures of Usability in a Human-Robot Dialogue System Mary Ellen Foster, Manuel Giuliani and Alois Knoll 10:20-10:45 Setting Up User Action Probabilities in User Simulations for Dialog System Development Hua Ai and Diane Litman 10:45-11:10 Dialogue Segmentation with Large Numbers of Volunteer Internet Annotators T. Daniel Midgley 11:10-11:35 Robust Approach to Abbreviating Terms: A Discriminative Latent Variable Model with Global Information Xu Sun, Naoaki Okazaki and Jun'ichi Tsujii 11:35-12:30 Lunch 12:30-14:00 Business Meeting 14:00-14:25 Break Session 9A: Machine Translation 5 Chaired by Kevin Knight 14:25-14:50 A non-contiguous Tree Sequence Alignment-based Model for Statistical Machine Transla- tion Jun Sun, Min Zhang and Chew Lim Tan 14:50-15:15 Better Word Alignments with Supervised ITG Models Aria Haghighi, John Blitzer, John DeNero and Dan Klein 15:15-15:40 Confidence Measure for Word Alignment Fei Huang 15:40-16:05 A Comparative Study of Hypothesis Alignment and its Improvement for Machine Transla- tion System Combination Boxing Chen, Min Zhang, Haizhou Li and Aiti Aw 16:05-16:30 Incremental HMM Alignment for MT System Combination Chi-Ho Li, Xiaodong He, Yupeng Liu and Ning Xi Wednesday, August 5, 2009 (continued) Session 9B: Syntax and Parsing 3 Chaired by James Curran 14:25-14:50 K-Best A* Parsing Adam Pauls and Dan Klein 14:50-15:15 Coordinate Structure Analysis with Global Structural Constraints and Alignment-Based Local Features Kazuo Hara, Masashi Shimbo, Hideharu Okuma and Yuji Matsumoto 15:15-15:40 Learning Context-Dependent Mappings from Sentences to Logical Form Luke Zettlemoyer and Michael Collins 15:40-16:05 An Optimal-Time Binarization Algorithm for Linear Context-Free Rewriting Systems with Fan-Out Two Carlos G\u00f3mez-Rodr\u00edguez and Giorgio Satta 16:05-16:30 A Polynomial-Time Parsing Algorithm for TT-MCTAG Laura Kallmeyer and Giorgio Satta Session 9C: Information Extraction 2 Chaired by Jian Su 14:25-14:50 Distant supervision for relation extraction without labeled data Mike Mintz, Steven Bills, Rion Snow and Daniel Jurafsky 14:50-15:15 Multi-Task Transfer Learning for Weakly-Supervised Relation Extraction Jing Jiang 15:15-15:40 Unsupervised Relation Extraction by Mining Wikipedia Texts Using Information from the Web Yulan Yan, Naoaki Okazaki, Yutaka Matsuo, Zhenglu Yang and Mitsuru Ishizuka 15:40-16:05 Phrase Clustering for Discriminative Learning Dekang Lin and Xiaoyun Wu 16:05-16:30 Semi-Supervised Active Learning for Sequence Labeling Katrin Tomanek and Udo Hahn xli Wednesday, August 5, 2009 (continued)", "links": null }, "BIBREF28": { "ref_id": "b28", "title": "Jung-Tae Lee and Hae-Chang Rim 14:50-15:15 A Generative Blog Post Retrieval Model that Uses Query Expansion based on External Collections Wouter Weerkamp", "authors": [], "year": null, "venue": "50 Word or Phrase? Learning Which Unit to Stress for Information Retrieval Young-In Song", "volume": "14", "issue": "", "pages": "0--18", "other_ids": {}, "num": null, "urls": [], "raw_text": "Sssion 9D: Information Retrieval Chaired by Kam-Fai Wong 14:25-14:50 Word or Phrase? Learning Which Unit to Stress for Information Retrieval Young-In Song, Jung-Tae Lee and Hae-Chang Rim 14:50-15:15 A Generative Blog Post Retrieval Model that Uses Query Expansion based on External Collections Wouter Weerkamp, Krisztian Balog and Maarten de Rijke 15:15-15:40 Language Identification of Search Engine Queries Hakan Ceylan and Yookyung Kim 15:40-16:05 Exploiting Bilingual Information to Improve Web Search Wei Gao, John Blitzer, Ming Zhou and Kam-Fai Wong 16:35-18:00 Best Paper Awards, Lifetime Achievement Award and Presentation 18:00-18:30 Closing Session xlii", "links": null } }, "ref_entries": { "FIGREF0": { "num": null, "text": "Bonnie Webber was a researcher at Bolt Beranek and Newman while working on the PhD she received from Harvard University in 1978. She then taught in the Department of Computer and Information Science at the University of Pennsylvania for 20 years before joining the School of Informatics at the University of Edinburgh. Known for research on discourse and on question answering, she is a Past President of the Association for Computational Linguistics, co-developer (with Aravind Joshi, Rashmi Prasad, Alan Lee and Eleni Miltsakaki) of the Penn Discourse TreeBank, and co-editor (with Annie Zaenen and Martha Palmer) of the journal, Linguistic Issues in Language Technology.", "type_str": "figure", "uris": null }, "TABREF0": { "text": "in Astrophysics and Computer Science from the University of Maryland, College Park in 1985 and 1987, respectively. He obtained his PhD in Computer Science from the University of Maryland, College Park in 1989. planning, machine learning and data mining. His research teams won the 2004 and 2005 ACM KDDCUP international competitions on data mining. He has been on several editorial boards of international journals, including IEEE Intelligent Systems, IEEE Transactions on Knowledge and Data Engineering and Web Intelligence. He has been an organizer for several international conferences in AI and data mining, including being the conference co-chair for ACM IUI 2010 and ICCBR 2001, program co-chair for PRICAI 2006 and PAKDD 2007, workshop chair for ACM KDD 2007, AAAI tutorial chair for AAAI 2005 and 2006, data mining contest chair for IEEE ICDM 2007 and 2009, and vice chair for ICDM 2006 and CIKM 2009. He is a fellow of IEEE and a member of AAAI and ACM. His home page is at http://www.cse.ust.hk/~qyang of Edinburgh, UK bonnie.webber@ed.ac.uk", "content": "", "num": null, "html": null, "type_str": "table" }, "TABREF1": { "text": "Heterogeneous Transfer Learning for Image Clustering via the SocialWeb Qiang Yang, Yuqiang Chen, Gui-Rong Xue, Wenyuan Dai and Yong Yu . . . . . . . . . . . . . . . . . . . . . . . 1 Investigations on Word Senses and Word Usages Katrin Erk, Diana McCarthy and Nicholas", "content": "
", "num": null, "html": null, "type_str": "table" } } } }