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HLT-NAACL 2013: Atlanta, Georgia, USA
- Lucy Vanderwende, Hal Daumé III, Katrin Kirchhoff:
Human Language Technologies: Conference of the North American Chapter of the Association of Computational Linguistics, Proceedings, June 9-14, 2013, Westin Peachtree Plaza Hotel, Atlanta, Georgia, USA. The Association for Computational Linguistics 2013, ISBN 978-1-937284-47-3
Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
- Nadir Durrani, Alexander M. Fraser, Helmut Schmid:
Model With Minimal Translation Units, But Decode With Phrases. 1-11 - Hui Zhang, Kristina Toutanova, Chris Quirk, Jianfeng Gao:
Beyond Left-to-Right: Multiple Decomposition Structures for SMT. 12-21 - Colin Cherry:
Improved Reordering for Phrase-Based Translation using Sparse Features. 22-31 - Elif Eyigöz, Daniel Gildea, Kemal Oflazer:
Simultaneous Word-Morpheme Alignment for Statistical Machine Translation. 32-40 - Ruihong Huang, Ellen Riloff:
Multi-faceted Event Recognition with Bootstrapped Dictionaries. 41-51 - Wanxiang Che, Mengqiu Wang, Christopher D. Manning, Ting Liu:
Named Entity Recognition with Bilingual Constraints. 52-62 - Yulan Yan, Chikara Hashimoto, Kentaro Torisawa, Takao Kawai, Jun'ichi Kazama, Stijn De Saeger:
Minimally Supervised Method for Multilingual Paraphrase Extraction from Definition Sentences on the Web. 63-73 - Sebastian Riedel, Limin Yao, Andrew McCallum, Benjamin M. Marlin:
Relation Extraction with Matrix Factorization and Universal Schemas. 74-84 - Ben Swanson, Eugene Charniak:
Extracting the Native Language Signal for Second Language Acquisition. 85-94 - Marten van Schijndel, William Schuler:
An Analysis of Frequency- and Memory-Based Processing Costs. 95-105 - Ivan Vulic, Marie-Francine Moens:
Cross-Lingual Semantic Similarity of Words as the Similarity of Their Semantic Word Responses. 106-116 - Gabriel Doyle, Roger Levy:
Combining multiple information types in Bayesian word segmentation. 117-126 - Richard Johansson:
Training Parsers on Incompatible Treebanks. 127-137 - Dan Garrette, Jason Baldridge:
Learning a Part-of-Speech Tagger from Two Hours of Annotation. 138-147 - Shay B. Cohen, Karl Stratos, Michael Collins, Dean P. Foster, Lyle H. Ungar:
Experiments with Spectral Learning of Latent-Variable PCFGs. 148-157 - Nikolaos Aletras, Mark Stevenson:
Representing Topics Using Images. 158-167 - Michael J. Paul, Mark Dredze:
Drug Extraction from the Web: Summarizing Drug Experiences with Multi-Dimensional Topic Models. 168-178 - Yashar Mehdad, Giuseppe Carenini, Raymond T. Ng, Shafiq R. Joty:
Towards Topic Labeling with Phrase Entailment and Aggregation. 179-189 - Lan Du, Wray L. Buntine, Mark Johnson:
Topic Segmentation with a Structured Topic Model. 190-200 - Iftekhar Naim, Daniel Gildea, Walter S. Lasecki, Jeffrey P. Bigham:
Text Alignment for Real-Time Crowd Captioning. 201-210 - Maider Lehr, Izhak Shafran, Emily Tucker Prud'hommeaux, Brian Roark:
Discriminative Joint Modeling of Lexical Variation and Acoustic Confusion for Automated Narrative Retelling Assessment. 211-220 - Heeyoung Lee, Andreas Stolcke, Elizabeth Shriberg:
Using Out-of-Domain Data for Lexical Addressee Detection in Human-Human-Computer Dialog. 221-229 - Vivek Kumar Rangarajan Sridhar, John Chen, Srinivas Bangalore, Andrej Ljolje, Rathinavelu Chengalvarayan:
Segmentation Strategies for Streaming Speech Translation. 230-238 - Seyed Abolghasem Mirroshandel, Alexis Nasr, Benoît Sagot:
Enforcing Subcategorization Constraints in a Parser Using Sub-parses Recombining. 239-247 - Jeffrey Flanigan
, Chris Dyer, Jaime G. Carbonell:
Large-Scale Discriminative Training for Statistical Machine Translation Using Held-Out Line Search. 248-258 - Zhaohui Wu, C. Lee Giles
Measuring Term Informativeness in Context. 259-269 - Horacio Saggion:
Unsupervised Learning Summarization Templates from Concise Summaries. 270-279 - Peleira Nicholas Zulu:
Classification of South African languages using text and acoustic based methods: A case of six selected languages. 280-287 - Greg Hanneman, Alon Lavie:
Improving Syntax-Augmented Machine Translation by Coarsening the Label Set. 288-297 - Florian Boudin, Emmanuel Morin:
Keyphrase Extraction for N-best Reranking in Multi-Sentence Compression. 298-305 - Mitesh M. Khapra, Ananthakrishnan Ramanathan, Karthik Visweswariah:
Improving reordering performance using higher order and structural features. 315-324 - Hua He, Jimmy Lin, Adam Lopez:
Massively Parallel Suffix Array Queries and On-Demand Phrase Extraction for Statistical Machine Translation Using GPUs. 325-334 - Hendra Setiawan, Bowen Zhou:
Discriminative Training of 150 Million Translation Parameters and Its Application to Pruning. 335-341 - Barry Haddow:
Applying Pairwise Ranked Optimisation to Improve the Interpolation of Translation Models. 342-347 - Wael Salloum, Nizar Habash:
Dialectal Arabic to English Machine Translation: Pivoting through Modern Standard Arabic. 348-358 - Jacob Eisenstein:
What to do about bad language on the internet. 359-369 - Kai Zhao, Liang Huang:
Minibatch and Parallelization for Online Large Margin Structured Learning. 370-379 - Olutobi Owoputi, Brendan O'Connor, Chris Dyer, Kevin Gimpel, Nathan Schneider, Noah A. Smith:
Improved Part-of-Speech Tagging for Online Conversational Text with Word Clusters. 380-390 - Marek Rei, Ted Briscoe:
Parser lexicalisation through self-learning. 391-400 - Minghui Qiu, Liu Yang, Jing Jiang:
Mining User Relations from Online Discussions using Sentiment Analysis and Probabilistic Matrix Factorization. 401-410 - Amber McKenzie:
Focused training sets to reduce noise in NER feature models. 411-415 - Mark Yatskar, Svitlana Volkova, Asli Celikyilmaz, Bill Dolan, Luke Zettlemoyer:
Learning to Relate Literal and Sentimental Descriptions of Visual Properties. 416-425 - Nizar Habash, Ryan Roth, Owen Rambow, Ramy Eskander, Nadi Tomeh:
Morphological Analysis and Disambiguation for Dialectal Arabic. 426-432 - Wei-Yun Ma, Kathleen R. McKeown:
Using a Supertagged Dependency Language Model to Select a Good Translation in System Combination. 433-438 - Mahmoud Azab, Houda Bouamor, Behrang Mohit, Kemal Oflazer:
Dudley North visits North London: Learning When to Transliterate to Arabic. 439-444 - Joel Judd, Jugal Kalita:
Better Twitter Summaries? 445-449 - Jianfeng Gao, Xiaodong He:
Training MRF-Based Phrase Translation Models using Gradient Ascent. 450-459 - Sarah Alkuhlani, Nizar Habash, Ryan Roth:
Automatic Morphological Enrichment of a Morphologically Underspecified Treebank. 460-470 - Pidong Wang, Hwee Tou Ng:
A Beam-Search Decoder for Normalization of Social Media Text with Application to Machine Translation. 471-481 - Jirí Materna:
Parameter Estimation for LDA-Frames. 482-486 - Shay B. Cohen, Giorgio Satta, Michael Collins:
Approximate PCFG Parsing Using Tensor Decomposition. 487-496 - Myle Ott, Claire Cardie, Jeffrey T. Hancock:
Negative Deceptive Opinion Spam. 497-501 - Luisina Violante, Pablo Rodríguez Zivic, Agustín Gravano:
Improving speech synthesis quality by reducing pitch peaks in the source recordings. 502-506 - Aoife Cahill, Nitin Madnani, Joel R. Tetreault, Diane Napolitano:
Robust Systems for Preposition Error Correction Using Wikipedia Revisions. 507-517 - Ann Irvine, Chris Callison-Burch:
Supervised Bilingual Lexicon Induction with Multiple Monolingual Signals. 518-523 - Khang Nhut Lam, Jugal Kalita:
Creating Reverse Bilingual Dictionaries. 524-528 - Lucian Silcox, Emmett Tomai:
Identification of Temporal Event Relationships in Biographical Accounts. 529-533 - Michael Wiegand, Josef Ruppenhofer, Dietrich Klakow:
Predicative Adjectives: An Unsupervised Criterion to Extract Subjective Adjectives. 534-539 - Junhui Li, Philip Resnik, Hal Daumé III:
Modeling Syntactic and Semantic Structures in Hierarchical Phrase-based Translation. 540-549 - Seth Kulick, Ann Bies, Justin Mott, Mohamed Maamouri, Beatrice Santorini, Anthony Kroch:
Using Derivation Trees for Informative Treebank Inter-Annotator Agreement Evaluation. 550-555 - David Jurgens:
Embracing Ambiguity: A Comparison of Annotation Methodologies for Crowdsourcing Word Sense Labels. 556-562 - Mo Yu, Tiejun Zhao, Daxiang Dong, Hao Tian, Dianhai Yu:
Compound Embedding Features for Semi-supervised Learning. 563-568 - Stefan Ultes, Alexander Schmitt, Wolfgang Minker:
On Quality Ratings for Spoken Dialogue Systems - Experts vs. Users. 569-578 - Yi Yang, Alexander Yates, Doug Downey:
Overcoming the Memory Bottleneck in Distributed Training of Latent Variable Models of Text. 579-584 - Ramy Eskander, Nizar Habash, Owen Rambow, Nadi Tomeh:
Processing Spontaneous Orthography. 585-595 - Amjad Abu-Jbara, Jefferson Ezra, Dragomir R. Radev:
Purpose and Polarity of Citation: Towards NLP-based Bibliometrics. 596-606 - Anders Søgaard:
Estimating effect size across datasets. 607-611 - Rabih Zbib, Gretchen Markiewicz, Spyros Matsoukas, Richard M. Schwartz, John Makhoul:
Systematic Comparison of Professional and Crowdsourced Reference Translations for Machine Translation. 612-616 - Jakob Elming, Anders Johannsen, Sigrid Klerke, Emanuele Lapponi, Héctor Martínez Alonso, Anders Søgaard:
Down-stream effects of tree-to-dependency conversions. 617-626 - Marta Recasens, Marie-Catherine de Marneffe, Christopher Potts:
The Life and Death of Discourse Entities: Identifying Singleton Mentions. 627-633 - Bradley Hauer, Grzegorz Kondrak:
Automatic Generation of English Respellings. 634-643 - Chris Dyer, Victor Chahuneau, Noah A. Smith:
A Simple, Fast, and Effective Reparameterization of IBM Model 2. 644-648 - Saab Mansour, Hermann Ney:
Phrase Training Based Adaptation for Statistical Machine Translation. 649-654 - Daniel Andrade, Masaaki Tsuchida, Takashi Onishi, Kai Ishikawa:
Translation Acquisition Using Synonym Sets. 655-660 - Nathan Schneider, Behrang Mohit, Chris Dyer, Kemal Oflazer, Noah A. Smith:
Supersense Tagging for Arabic: the MT-in-the-Middle Attack. 661-667 - Anders Søgaard:
Zipfian corruptions for robust POS tagging. 668-672 - Julian Brooke, Graeme Hirst:
A Multi-Dimensional Bayesian Approach to Lexical Style. 673-679 - Judita Preiss, Mark Stevenson:
Unsupervised Domain Tuning to Improve Word Sense Disambiguation. 680-684 - Mahesh Joshi, Mark Dredze, William W. Cohen, Carolyn P. Rosé:
What's in a Domain? Multi-Domain Learning for Multi-Attribute Data. 685-690 - Asad B. Sayeed:
An opinion about opinions about opinions: subjectivity and the aggregate reader. 691-696 - Jun-Ming Xu, Benjamin Burchfiel, Xiaojin Zhu, Amy Bellmore:
An Examination of Regret in Bullying Tweets. 697-702 - Wen Wang, Andreas Stolcke, Jiahong Yuan, Mark Liberman:
A Cross-language Study on Automatic Speech Disfluency Detection. 703-708 - Masoud Rouhizadeh, Emily Tucker Prud'hommeaux, Brian Roark, Jan P. H. van Santen:
Distributional semantic models for the evaluation of disordered language. 709-714 - Julie Medero, Mari Ostendorf:
Atypical Prosodic Structure as an Indicator of Reading Level and Text Difficulty. 715-720 - Kai Wei, Yuzong Liu, Katrin Kirchhoff, Jeff A. Bilmes:
Using Document Summarization Techniques for Speech Data Subset Selection. 721-726 - Arda Çelebi, Murat Saraçlar:
Semi-Supervised Discriminative Language Modeling with Out-of-Domain Text Data. 727-732 - Salil Joshi, Diptesh Kanojia, Pushpak Bhattacharyya:
More than meets the eye: Study of Human Cognition in Sense Annotation. 733-738 - Weiwei Guo, Mona T. Diab:
Improving Lexical Semantics for Sentential Semantics: Modeling Selectional Preference and Similar Words in a Latent Variable Model. 739-745 - Tomás Mikolov, Wen-tau Yih, Geoffrey Zweig:
Linguistic Regularities in Continuous Space Word Representations. 746-751 - Amnon Lotan, Asher Stern, Ido Dagan:
TruthTeller: Annotating Predicate Truth. 752-757 - Juri Ganitkevitch, Benjamin Van Durme, Chris Callison-Burch:
PPDB: The Paraphrase Database. 758-764 - Md. Faisal Mahbub Chowdhury, Alberto Lavelli:
Exploiting the Scope of Negations and Heterogeneous Features for Relation Extraction: A Case Study for Drug-Drug Interaction Extraction. 765-771 - Joel Lang, James Henderson:
Graph-Based Seed Set Expansion for Relation Extraction Using Random Walk Hitting Times. 772-776 - Bonan Min, Ralph Grishman, Li Wan, Chang Wang, David Gondek:
Distant Supervision for Relation Extraction with an Incomplete Knowledge Base. 777-782 - Narine Kokhlikyan, Alex Waibel, Yuqi Zhang, Joy Ying Zhang:
Measuring the Structural Importance through Rhetorical Structure Index. 783-788 - Alex Lamb, Michael J. Paul, Mark Dredze:
Separating Fact from Fear: Tracking Flu Infections on Twitter. 789-795 - Jesse D. Thomason, Diane J. Litman:
Differences in User Responses to a Wizard-of-Oz versus Automated System. 796-801 - Adinoyi Omuya, Vinodkumar Prabhakaran, Owen Rambow:
Improving the Quality of Minority Class Identification in Dialog Act Tagging. 802-807 - Rakshit S. Trivedi, Jacob Eisenstein:
Discourse Connectors for Latent Subjectivity in Sentiment Analysis. 808-813 - Xinhao Wang, Keelan Evanini, Klaus Zechner:
Coherence Modeling for the Automated Assessment of Spontaneous Spoken Responses. 814-819 - Xian Qian, Yang Liu:
Disfluency Detection Using Multi-step Stacked Learning. 820-825 - Nate Kushman, Regina Barzilay:
Using Semantic Unification to Generate Regular Expressions from Natural Language. 826-836 - Jackie Chi Kit Cheung, Hoifung Poon, Lucy Vanderwende:
Probabilistic Frame Induction. 837-846 - William Blacoe, Elham Kashefi, Mirella Lapata:
A Quantum-Theoretic Approach to Distributional Semantics. 847-857 - Xuchen Yao, Benjamin Van Durme, Chris Callison-Burch, Peter Clark:
Answer Extraction as Sequence Tagging with Tree Edit Distance. 858-867 - Ying Xu, Mi-Young Kim, Kevin Quinn, Randy Goebel, Denilson Barbosa:
Open Information Extraction with Tree Kernels. 868-877 - Xiaoqiang Luo, Hema Raghavan, Vittorio Castelli, Sameer Maskey, Radu Florian:
Finding What Matters in Questions. 878-887 - Hyun-Je Song, Jun-Ho Go, Seong-Bae Park, Se-Young Park:
A Just-In-Time Keyword Extraction from Meeting Transcripts. 888-896 - Marta Recasens, Matthew Can, Daniel Jurafsky:
Same Referent, Different Words: Unsupervised Mining of Opaque Coreferent Mentions. 897-906 - Yufang Hou, Katja Markert, Michael Strube:
Global Inference for Bridging Anaphora Resolution. 907-917 - Jennifer D'Souza, Vincent Ng:
Classifying Temporal Relations with Rich Linguistic Knowledge. 918-927 - Yufan Guo, Roi Reichart, Anna Korhonen:
Improved Information Structure Analysis of Scientific Documents Through Discourse and Lexical Constraints. 928-937 - Boxing Chen, George F. Foster, Roland Kuhn:
Adaptation of Reordering Models for Statistical Machine Translation. 938-946 - Baskaran Sankaran, Anoop Sarkar, Kevin Duh:
Multi-Metric Optimization Using Ensemble Tuning. 947-957 - Kenneth Heafield, Philipp Koehn, Alon Lavie:
Grouping Language Model Boundary Words to Speed K-Best Extraction from Hypergraphs. 958-968 - Yarin Gal, Phil Blunsom:
A Systematic Bayesian Treatment of the IBM Alignment Models. 969-977 - Ekaterina Shutova, Lin Sun:
Unsupervised Metaphor Identification Using Hierarchical Graph Factorization Clustering. 978-988 - Steffen Remus, Chris Biemann:
Three Knowledge-Free Methods for Automatic Lexical Chain Extraction. 989-999 - Alisa Zhila, Wen-tau Yih, Christopher Meek, Geoffrey Zweig, Tomás Mikolov:
Combining Heterogeneous Models for Measuring Relational Similarity. 1000-1009 - Shane Bergsma, Mark Dredze, Benjamin Van Durme, Theresa Wilson, David Yarowsky:
Broadly Improving User Classification via Communication-Based Name and Location Clustering on Twitter. 1010-1019 - Stephen D. Guo, Ming-Wei Chang, Emre Kiciman:
To Link or Not to Link? A Study on End-to-End Tweet Entity Linking. 1020-1030 - Minghui Qiu, Jing Jiang:
A Latent Variable Model for Viewpoint Discovery from Threaded Forum Posts. 1031-1040 - Zhiyuan Chen, Bing Liu, Meichun Hsu, Malú Castellanos, Riddhiman Ghosh:
Identifying Intention Posts in Discussion Forums. 1041-1050 - Nianwen Xue, Yaqin Yang:
Dependency-based empty category detection via phrase structure trees. 1051-1060 - Oscar Täckström, Ryan T. McDonald, Joakim Nivre:
Target Language Adaptation of Discriminative Transfer Parsers. 1061-1071 - Adam Vogel, Max Bodoia, Christopher Potts, Daniel Jurafsky:
Emergence of Gricean Maxims from Multi-Agent Decision Theory. 1072-1081 - Ben Hixon, Rebecca J. Passonneau:
Open Dialogue Management for Relational Databases. 1082-1091 - David DeVault, David R. Traum:
A method for the approximation of incremental understanding of explicit utterance meaning using predictive models in finite domains. 1092-1099 - Mohammad Taher Pilehvar, Roberto Navigli:
Paving the Way to a Large-scale Pseudosense-annotated Dataset. 1100-1109 - Ben King, Steven P. Abney:
Labeling the Languages of Words in Mixed-Language Documents using Weakly Supervised Methods. 1110-1119 - Dirk Hovy, Taylor Berg-Kirkpatrick, Ashish Vaswani, Eduard H. Hovy:
Learning Whom to Trust with MACE. 1120-1130 - György Szarvas, Chris Biemann, Iryna Gurevych:
Supervised All-Words Lexical Substitution using Delexicalized Features. 1131-1141 - Tim Van de Cruys, Thierry Poibeau, Anna Korhonen:
A Tensor-based Factorization Model of Semantic Compositionality. 1142-1151 - Chao Shen, Fei Liu, Fuliang Weng, Tao Li:
A Participant-based Approach for Event Summarization Using Twitter Streams. 1152-1162 - Janara Christensen, Mausam, Stephen Soderland, Oren Etzioni:
Towards Coherent Multi-Document Summarization. 1163-1173 - Margaret Mitchell, Kees van Deemter, Ehud Reiter:
Generating Expressions that Refer to Visible Objects. 1174-1184 - Greg Durrett, John DeNero:
Supervised Learning of Complete Morphological Paradigms. 1185-1195 - Young-Bum Kim, Benjamin Snyder:
Optimal Data Set Selection: An Application to Grapheme-to-Phoneme Conversion. 1196-1205 - Victor Chahuneau, Noah A. Smith, Chris Dyer:
Knowledge-Rich Morphological Priors for Bayesian Language Models. 1206-1215
Proceedings of the 2013 NAACL HLT Student Research Workshop
- Gordana Ilic Holen:
Critical Reflections on Evaluation Practices in Coreference Resolution. 1-7 - Wencan Luo, Diane J. Litman, Joel Chan:
Reducing Annotation Effort on Unbalanced Corpus based on Cost Matrix. 8-15 - Merley da Silva Conrado, Thiago Alexandre Salgueiro Pardo, Solange Oliveira Rezende:
A Machine Learning Approach to Automatic Term Extraction using a Rich Feature Set. 16-23 - Franky Franky:
A Rule-based Approach for Karmina Generation. 24-31 - Ariel Stolerman, Aylin Caliskan, Rachel Greenstadt:
From Language to Family and Back: Native Language and Language Family Identification from English Text. 32-39 - Mihael Arcan, Paul Buitelaar:
Ontology Label Translation. 40-46 - Mohammad Salameh, Colin Cherry, Grzegorz Kondrak:
Reversing Morphological Tokenization in English-to-Arabic SMT. 47-53 - Ann Irvine:
Statistical Machine Translation in Low Resource Settings. 54-61 - Juri Ganitkevitch:
Large-Scale Paraphrasing for Natural Language Understanding. 62-68 - Rebecca Mason:
Domain-Independent Captioning of Domain-Specific Images. 69-76 - Wenting Xiong:
Helpfulness-Guided Review Summarization. 77-83 - Rivka Levitan:
Entrainment in Spoken Dialogue Systems: Adopting, Predicting and Influencing User Behavior. 84-90 - Yi Ma:
User Goal Change Model for Spoken Dialog State Tracking. 91-97
Proceedings of the 2013 NAACL HLT Demonstration Session
- Judita Preiss, Mark Stevenson:
DALE: A Word Sense Disambiguation System for Biomedical Documents Trained using Automatically Labeled Examples. 1-4 - Justin Snyder, Rebecca Knowles, Mark Dredze, Matthew R. Gormley, Travis Wolfe:
Topic Models and Metadata for Visualizing Text Corpora. 5-9 - Aswarth Abhilash Dara, Sandipan Dandapat, Declan Groves, Josef van Genabith:
TMTprime: A Recommender System for MT and TM Integration. 10-13 - Wei-Te Chen, Will Styler:
Anafora: A Web-based General Purpose Annotation Tool. 14-19 - Antonio Toral, Sudip Kumar Naskar, Joris Vreeke, Federico Gaspari, Declan Groves:
A Web Application for the Diagnostic Evaluation of Machine Translation over Specific Linguistic Phenomena. 20-23 - Masato Hagiwara, Soh Masuko:
KooSHO: Japanese Text Input Environment based on Aerial Hand Writing. 24-27 - Bridget T. McInnes, Ted Pedersen, Serguei V. S. Pakhomov, Ying Liu, Genevieve Melton-Meaux:
UMLS: : Similarity: Measuring the Relatedness and Similarity of Biomedical Concepts. 28-31 - Paul McNamee, James Mayfield, Tim Finin, Tim Oates, Dawn J. Lawrie, Tan Xu, Douglas W. Oard:
KELVIN: a tool for automated knowledge base construction. 32-35 - Viet-An Nguyen, Yuening Hu, Jordan L. Boyd-Graber, Philip Resnik:
Argviz: Interactive Visualization of Topic Dynamics in Multi-party Conversations. 36-39
NAACL HLT 2013 Tutorial Abstracts
- Richard Socher, Christopher D. Manning:
Deep Learning for NLP (without Magic). 1-3 - Manfred Stede:
Discourse Processing. 4-6 - Sameep Mehta, L. Venkata Subramaniam:
NLP for uncertain data at scale. 7-9 - Martha Palmer, Ivan Titov, Shumin Wu:
Semantic Role Labeling. 10-12 - Shay B. Cohen, Michael Collins, Dean P. Foster, Karl Stratos, Lyle H. Ungar:
Spectral Learning Algorithms for Natural Language Processing. 13-15 - Marta R. Costa-jussà, Chris Quirk:
Morphological, Syntactical and Semantic Knowledge in Statistical Machine Translation. 16-18
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