You are currently viewing 10 Best Datasets for Natural Language Processing (NLP) [2023]

10 Best Datasets for Natural Language Processing (NLP) [2023]

Natural language processing (NLP) is a rapidly growing field in artificial intelligence, with applications in sentiment analysis, text classification, machine translation, and many other areas. NLP algorithms require large amounts of high-quality training data to perform effectively, and the availability of such data has a major impact on the performance of NLP models. In this article, we will be exploring the 10 best datasets for natural language processing in 2023.

Dataset NameType of DataSizeDownload LinkDescription
IMDB Movie ReviewMovie Reviews50,000 Reviewshttp://ai.stanford.edu/~amaas/data/sentiment/The IMDB movie review dataset contains movie reviews with labels indicating positive or negative sentiment, used for NLP tasks such as sentiment analysis.
20 NewsgroupsNews Articles18,846 Documentshttp://qwone.com/~jason/20Newsgroups/The 20 Newsgroups dataset contains news articles, used for NLP tasks such as text classification and topic modeling.
Reuters-21578News Articles21,578 Documentshttps://scikit-learn.org/stable/datasets/index.html#the-20-newsgroups-text-datasetThe Reuters-21578 dataset contains news articles, used for NLP tasks such as text classification and topic modeling.
Yelp ReviewsCustomer Reviews1.5 Million Reviewshttps://www.yelp.com/datasetThe Yelp Reviews dataset contains customer reviews for businesses, used for NLP tasks such as sentiment analysis and topic modeling.
Enron EmailBusiness Emails500,000 Emailshttps://www.cs.cmu.edu/~enron/The Enron Email dataset contains business emails, used for NLP tasks such as text classification and named entity recognition.
Twitter Sentiment AnalysisTwitter Posts1.6 Million Postshttp://thinknook.com/twitter-sentiment-analysis-training-corpus-dataset-2012-09-22/The Twitter Sentiment Analysis dataset contains Twitter posts with labels indicating positive or negative sentiment, used for NLP tasks such as sentiment analysis.
Spooky Author IdentificationHorror Fiction2,000 Textshttps://www.kaggle.com/c/spooky-author-identificationThe Spooky Author Identification dataset contains horror fiction texts, used for NLP tasks such as text classification and author identification.
WMT’14 English-GermanMachine Translation4.5 Million Sentenceshttp://statmt.org/wmt14/translation-task.html#downloadThe WMT’14 English-German dataset is used for NLP tasks such as machine translation and language modeling.
GloVeWord Embeddings6 Billion Tokenshttps://nlp.stanford.edu/projects/glove/The GloVe dataset contains pre-trained word embeddings, used for NLP tasks such as text classification and language modeling.
UCI News AggregatorNews Articles42,000 Documentshttps://archive.ics.uci.edu/ml/datasets/News+AggregatorThe UCI News Aggregator dataset contains news articles, used for NLP tasks such as text classification and topic modeling.
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