Shypd.aiThe largest open index of AI toolseda_nlp is an open-source data augmentation tool for Natural Language Processing that boosts performance on text classification tasks. It provides easy-to-implement techniques like synonym replacement and random insertion.
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eda_nlp is an open-source tool designed for data augmentation in Natural Language Processing (NLP), specifically aimed at improving performance on text classification tasks. Presented at EMNLP 2019, it offers a generalized set of easy-to-implement techniques that have shown substantial improvements, particularly on datasets with fewer than 500 samples. Unlike methods requiring extensive language model training, eda_nlp focuses on simple text editing operations. Key techniques include Synonym Replacement (SR), Random Insertion (RI), Random Swap (RS), and Random Deletion (RD). The tool is straightforward to use, requiring NLTK installation and a simple command-line interface to augment text data in a label-sentence format.
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