1. Association for Computational Linguistics

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    1. Mentioned In 522 Articles

    2. Convolution Kernels for Natural Language

      Michael Collins AT&T Labs--Research 180 Park Avenue, New Jersey, NJ 07932 mcollins@research.att.com Nigel Duffy Department of Computer Science University of California at Santa Cruz nigeduff@cse.ucsc.edu Abstract We describe the application of kernel methods to Natural Language Processing (NLP) problems. In many NLP tasks the objects being modeled are strings, trees, graphs or other discrete structures which require some mechanism to convert them into ...
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    3. New Ranking Algorithms for Parsing and Tagging: Kernels overDiscrete Structures, and the Voted Perceptron

      New Ranking Algorithms for Parsing and Tagging: Kernels over Discrete Structures, and the Voted Perceptron Michael Collins AT&T Labs-Research, Florham Park, New Jersey. mcollins@research.att.com Nigel Duffy iKuni Inc., 3400 Hillview Ave., Building 5, Palo Alto, CA 94304. nigeduff@cs.ucsc.edu Abstract This paper introduces new learning algorithms for natural language processing based on the perceptron algorithm. We show how the algorithms can be efficiently applied ...
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    4. Discriminative language modeling with conditional random fields andthe perceptron algorithm.

      Discriminative Language Modeling with Conditional Random Fields and the Perceptron Algorithm Brian Roark Murat Saraclar AT&T Labs - Research {roark,murat}@research.att.com Michael Collins Mark Johnson MIT CSAIL Brown University mcollins@csail.mit.edu Mark Johnson@Brown.edu Abstract This paper describes discriminative language modeling large vocabulary speech recognition task. We trast parameter estimation methods: perceptron algorithm, a method based conditional random fields (CRFs). models enco
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    5. Max-Margin Parsing.

      Max-Margin Parsing Ben Taskar Computer Science Dept. Stanford University btaskar@cs.stanford.edu Dan Klein Computer Science Dept. Stanford University klein@cs.stanford.edu Michael Collins CS and AI Lab MIT mcollins@csail.mit.edu Daphne Koller Computer Science Dept. Stanford University koller@cs.stanford.edu Christopher Manning Computer Science Dept. Stanford University manning@cs.stanford.edu Abstract We present a novel discriminative approach to parsing inspired by the large-margin ...
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      Discourse, Entailment, Machine Translation, NER, Parsing, Segmentation, Semantic, Sentiment, Summarization, WSD
  2. About Association for Computational Linguistics

    The Association for Computational Linguistics (ACL) is the international scientific and professional society for people working on problems involving natural language and computation. An annual meeting is held each summer in locations where significant computational linguistics research is carried out. It was founded in 1962, but it was then named Association for Machine Translation and Computational Linguistics (AMTCL). It became the ACL only in 1968.

    The ACL has a European and a North American chapter.

    The ACL journal, Computational Linguistics, continues to be the primary forum for research on computational linguistics and natural language processing. Since 1988, the journal has been published for the ACL by MIT Press.

    The ACL book series, Studies in Natural Language Processing, is published by Cambridge University Press."