Flitext github
WebJan 8, 2024 · FLiText: A Faster and Lighter Semi-Supervised Text Classification with Convolution Networks 1 code implementation • EMNLP 2024 • Chen Liu , Mengchao Zhang , Zhibin Fu , Pan Hou , Yu Li WebFLiText introduces an inspirer network together with the consistency regularization framework, which leverages a generalized regular constraint on the lightweight models …
Flitext github
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WebAug 21, 2024 · A text classification method based on LSTM and graph attention network. Article. Full-text available. Oct 2024. Haitao Wang. Fangbing Li. View. Show abstract. WebFLiText introduces an inspirer network together with the consistency regularization framework, which leverages a generalized regular constraint on the lightweight models for efficient SSL. As a result, FLiText obtains …
WebCompared with existing SOTA SSL methods on TextCNN, FLiText improves the accuracy of lightweight model TextCNN from 51.00% to 90.49% on IMDb, 39.8% to 58.06% on Yelp-5, and from 55.3% to 65.08% on Yahoo! Answer. In addition, compared with the fully supervised method on the full dataset, FLiText just uses less than 1% of labeled data to …
WebExtract city and country mentions from Text like GeoText without regex, but FlashText, a Aho-Corasick implementation. - GitHub - iwpnd/flashgeotext: Extract city and country … i miss you my favorite teacherWebFLiText consists of two training stages: Inspirer pre-training and Target network training. In the first stage, we introduce a variety of advanced semi-supervised ideas to complete … i miss you my friend in heavenWebJan 20, 2024 · Bibliographic details on FLiText: A Faster and Lighter Semi-Supervised Text Classification with Convolution Networks. We are hiring! Would you like to contribute to the development of the national research data infrastructure NFDI … i miss you mother quotesWebSep 12, 2024 · FLiText introduces an inspirer network together with the consistency regularization framework, which leverages a generalized regular constraint on the … i miss you much lyricsWebDate Published Github Stars. FLiText: A Faster and Lighter Semi-Supervised Text Classification with Convolution Networks. 1 code implementation • EMNLP 2024 • Chen Liu , Mengchao Zhang ... list of red hot chili peppers b sidesWebJan 25, 2024 · flashgeotext :zap::earth_africa: Extract and count countries and cities (+their synonyms) from text, like GeoText on steroids using FlashText, a Aho-Corasick … i miss you much tonightWebCompared with existing SOTA SSL methods on TextCNN, FLiText improves the accuracy of lightweight model TextCNN from 51.00% to 90.49% on IMDb, 39.8% to 58.06% on Yelp-5, and from 55.3% to 65.08% on Yahoo! Answer. In addition, compared with the fully supervised method on the full dataset, FLiText just uses less than 1% of labeled data to … i miss you my friend lyrics