goto456/stopwords
Stopwords
This project provides a curated collection of high-frequency, non-informative Chinese words sourced from academic and industry standards. It serves as a reference dataset and a stopword collection designed for use in natural language processing tasks.
The repository focuses on Chinese text preprocessing to reduce noise and improve the accuracy of machine learning models. It provides filtered datasets specifically for Chinese information retrieval, sentiment analysis preparation, and general data cleaning.
The project utilizes pre-compiled lexicons and flat-file storage to enable efficient stopword filtering and vocabulary aggregation for Chinese corpora.
Features
- Stopword Corpora - Provides a reference dataset of high-frequency stop words sourced from academic and industry standards like HIT and Baidu.
- Stopword Collections - Provides curated lists containing common non-informative Chinese words for use in natural language processing tasks.
- Stopword Filtering - Removes common non-informative words from Chinese text datasets to improve the accuracy of natural language processing tasks.
- Noise Reduction Datasets - Filters out redundant words from Chinese corpora to reduce noise and improve model training accuracy.
- Chinese Text Preprocessing - Cleans Chinese text datasets by removing common non-informative words to improve the quality of natural language processing.
- Pre-compiled Stopword Lexicons - Provides curated lists of common words from established academic and corporate sources for immediate use.
- Text and NLP Preprocessing - Provides a collection of words used to filter noise and improve the accuracy of text analysis and machine learning models.
- Preprocessing Lexicons - Prepares Chinese text for sentiment analysis by stripping away common stop words that do not carry emotional meaning.
- Aggregated Stopword Lists - Provides a unified set by aggregating multiple authoritative Chinese word lists to increase filtering coverage.
- Chinese Language Optimizations - Improves the precision of Chinese search and retrieval systems by ignoring frequently occurring but unimportant words.
