Advances in natural language processing

Author:

Hirschberg Julia1,Manning Christopher D.23

Affiliation:

1. Department of Computer Science, Columbia University, New York, NY 10027, USA.

2. Department of Linguistics, Stanford University, Stanford, CA 94305-2150, USA.

3. Department of Computer Science, Stanford University, Stanford, CA 94305-9020, USA.

Abstract

Natural language processing employs computational techniques for the purpose of learning, understanding, and producing human language content. Early computational approaches to language research focused on automating the analysis of the linguistic structure of language and developing basic technologies such as machine translation, speech recognition, and speech synthesis. Today’s researchers refine and make use of such tools in real-world applications, creating spoken dialogue systems and speech-to-speech translation engines, mining social media for information about health or finance, and identifying sentiment and emotion toward products and services. We describe successes and challenges in this rapidly advancing area.

Publisher

American Association for the Advancement of Science (AAAS)

Subject

Multidisciplinary

Reference68 articles.

1. C. D. Manning M. Surdeanu J. Bauer J. Finkel S. J. Bethard D. McClosky “The Stanford CoreNLP Natural Language Processing Toolkit ” in Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics System Demonstrations (Association for Computational Linguistics Stroudsburg PA 2014) pp. 55–60.

2. Linguistic Data Consortium www.ldc.upenn.edu/.

3. CoNLL Shared Tasks http://ifarm.nl/signll/conll/.

4. Kaggle www.kaggle.com.

5. The mathematics of statistical machine translation: Parameter estimation;Brown P. F.;Comput. Linguist.,1993

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