nlp-literature.md

Natural Language Processing Literature

This is a list of frequently cited papers and books about Natural Language Processing. The citations mentioned are those listed at Google Scholar. These numbers change all the time and are never up-to-date.

Citations	Year	Author	Title
42,972	2003	Blei	Latent dirichlet allocation
38,770	2018	Devlin	Bert: Pre-training of deep bidirectional transformers for language understanding
33,355	2013	Mikolov	Distributed representations of words and phrases and their compositionality
28,642	2013	Mikolov	Efficient estimation of word representations in vector space
27,866	2014	Manning	Glove: Global vectors for word representation
24,244	2008	Manning	Introduction to information retrieval
15,537	1999	Manning	Foundations of Statistical Natural Language Processing
9,982	2018	Peters	Deep contextualized word representations
9,491	1994	Marcinkiewicz	Building a large annotated corpus of English: The Penn Treebank
9,343	2014	Le	Distributed representations of sentences and documents
8,436	2011	Collobert	Natural language processing (almost) from scratch
7,991	2017	Bojanowski	Enriching word vectors with subword information
7,499	2014	Manning	The Stanford CoreNLP Natural Language Processing Toolkit)
7,490	2009	Bird	Natural language processing with Python: analyzing text with the natural language toolkit
7,455	2015	Luong	Effective approaches to attention-based neural machine translation
6,323	2010	Mikolov	Recurrent neural network based language model.
6,198	2013	Socher	Recursive deep models for semantic compositionality over a sentiment treebank
6,093	1990	Church	Word association norms, mutual information, and lexicography
5,011	2013	Pascanu	On the difficulty of training recurrent neural networks