Best paper awards
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ACL
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| 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 Traing 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 |
NAACL
| Year | Author | Paper Title |
| 2004 | Regina Barzilay, MIT, and Lillian Lee, Cornell | Catching the Drift: Probabilistic Content Models, with Applications to Generation and Summarization |
| 2006 | Mehryar Mohri and Brian Roark | Probabilistic Context-Free Grammar Induction Based on Structural Zeros |
| 2006 | Aria Haghighi and Dan Klein | Prototype-Driven Learning for Sequence Models |
| 2007 | Antti-Veikko Rosti, Bing Xiang, Spyros Matsoukas, Richard Schwartz, Necip Fazil Ayan and Bonnie Dorr | Combining Outputs from Multiple Machine Translation Systems |
| 2009 | Hoifung Poon, Colin Cherry and Kristina Toutanova | Unsupervised Morphological Segmentation with Log-Linear Models |
| 2009 | David Chiang, Kevin Knight and Wei Wang | 11,001 New Features for Statistical Machine Translationz |
EMNLP
| Year | Author | Paper Title |
| 2002 | Michael Collins | Discriminative Training Methods for Hidden Markov Models: Theory and Experiments with Perceptron Algorithms |
| 2002 | Frank Keller, Maria Lapata, and Olga Ourioupina | Using the Web to Overcome Data Sparseness |
| 2003 | Peng Xu, Ahmad Emami and Frederick Jelinek | Training Connectionist Models for the Structured Language Model |
| 2004 | Ben Taskar, Dan Klein, Michael Collins, Daphne Koller, and Christopher Manning | Max-Margin Parsing |
| 2005 (best student paper) | Ryan McDonald, Fernando Pereira, Kiril Ribarov and Jan Hajic | Non-Projective Dependency Parsing using Spanning Tree Algorithms |
| 2006 | no award given | |
| 2007 | James Clarke and Maria Lapata | Modelling Compression with Discourse Constraints |
| 2008 | no award given | |
| 2009 | Hoifung Poon and Pedro Domingos | Unsupervised semantic parsing |