ACL (The Association for Computational Linguistics)是国际自然语言处理(natural language processing，NLP)与计算语言学(computational linguistics，CL)领域影响力最大、最具活力的学术组织，它主办了NLP/CL领域的最高级别学术会议Annual Meeting of the Association for Computational Linguistics，即ACL年会。
ACL大会每年选出1-3篇优秀会议论文，授予Best Long/Short Paper Award，并在ACL Anthology 中提供检索及下载。这也为NLP领域的研究人员提供了一大便利：
因为ACL Anthology 提供了本领域绝大部分国际学术会议论文的免费下载，甚至包含了其他组织主办的学术会议，例如COLING、IJCNLP等，并支持基于Google的全文检索功能。—— [ 知乎 ]
以下为转自ACL官网的2001-2014Best Paper Award获奖名单汇总 。
Year Author Paper Title 2001 Eugene Charniak Immediate-head parsing for language modeling 2001 Ulrich Germann, Michael Jahr, Kevin Knight, Daniel Marcu, and Kenji Yamada Fast Decoding and Optimal Decoding for Machine Translation 2002 Franz Och and Hermann Ney Discriminative Training and Maximum Entropy Models for Statistical Machine Translation 2003 Dan Klein and Chris Manning Accurate Unlexicalized Parsing 2003 Yukiko Nakano, Gabe Reinstein, Tom Stocky, and Justine Cassell Towards a Model of Face-to-Face Grounding 2004 Diana McCarthy, Rob Koeling, Julie Weeds, and John Carroll Finding Predominant Word Senses in Untagged Text 2005 David Chiang A hierarchical phrase-based model for statistical machine translation 2006 Rion Snow, Dan Jurafsky, and Andrew Y. Ng Semantic taxonomy induction from heterogenous evidence 2007 Y. W. Wong and R. J. Mooney Learning synchronous grammars for semantic parsing with lambda calculus 2008 Liang Huang Forest Reranking: Discriminative Parsing with Non-Local Features 2008 Libin Shen, Jinxi Xu and Ralph Weischedel A New String-to-Dependency Machine Translation Algorithm with a Target Dependency Language Model 2009 Andre Martins, Noah Smith and Eric Xing Concise Integer Linear Programming Formulations for Dependency Parsing 2009 S.R.K. Branavan, Harr Chen, Luke Zettlemoyer and Regina Barzilay Reinforcement Learning for Mapping Instructions to Actions 2009 Adam Pauls and Dan Klein K-Best A* Parsing 2010 (Long) Matthew Gerber and Joyce Chai Beyond NomBank: A Study of Implicit Arguments for Nominal Predicates 2010 (Short) Michael Lamar, Yariv Maron, Mark Johnson and Elie Bienenstock SVD and Clustering for Unsupervised POS Tagging 2010 (Student) David Elson, Nicholas Dames and Kathleen McKeown Extracting Social Networks from Literary Fiction 2011 Dipanjan Das and Slav Petrov Unsupervised Part-of-Speech Tagging with Bilingual Graph-Based Projections 2012 (Long) Hiroyuki Shindo, Yusuke Miyao, Akinori Fujino and Masaaki Nagata Bayesian Symbol-Refined Tree Substitution Grammars for Syntactic Parsing 2012 (Student) Fan Bu, Hang Li and Xiaoyan Zhu String Re-writing Kernel 2013 Haonan Yu and Jeffrey Mark Siskind Grounded Language Learning from Video Described with Sentences 2013 (Student) Abdellah Fourtassi and Emmanuel Dupoux A corpus-based evaluation method for Distributional Semantic Models 2014 Jacob Devlin, Rabih Zbib, Zhongqiang Huang, Thomas Lamar, Richard Schwartz and John Makhoul Fast and Robust Neural Network Joint Models for Statistical Machine Translation 2014 (Student) Tao Lei, Yu Xin, Yuan Zhang, Regina Barzilay and Tommi Jaakkola Low-Rank Tensors for Scoring Dependency Structures
为方便大家查阅文献，特将2001-2014 ACL Best Paper转载至百度云，有需求可自行下载。
链接：http://pan.baidu.com/s/1c0BH64w
本文介绍了ACL(The Association for Computational Linguistics)作为NLP与CL领域的重要学术组织，及其主办的顶级会议ACL年会。文中列出了2001年至2014年间获得Best Paper Award的优秀论文清单，并提供了免费下载资源。
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