Chinese-text-classification
WebWith the rapid growth of information retrieval technology, Chinese text classification, which is the basis of information content security, has become a widely discussed topic. In view of the huge difference compared with English, Chinese text task is more complex in semantic information representations. However, most existing Chinese text classification … WebAug 26, 2024 · Text classification is one of the basic tasks of natural language processing. In recent years, deep learning has been widely used in text classification tasks. The …
Chinese-text-classification
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WebJul 24, 2024 · Fig. 1. General flow of text classification. Full size image. Step 1: Preprocesses the text to remove the redundant parts of the text, such as punctuation, … WebNov 10, 2024 · For a text classification task, it is enough to use this embedding as an input for our classifier. We then pass the pooled_output variable into a linear layer with ReLU activation function. At the end of the linear layer, we have a vector of size 5, each corresponds to a category of our labels ( sport, business , politics, entertainment , and ...
WebJan 1, 2024 · Text classification. Dataset: We use TouTiao News Titles Classification (TNEWS), IFLYTEK app description classification (IFLYTEK), and Original Chinese NLI (OCNLI) as our benchmark datasets for text classification (Xu et al., 2024; Hu et al., 2024). Since we aim to evaluate the zero-shot ability of CPM on text classification tasks, we … WebOct 13, 2024 · We investigate the different fine-tuning methods for seven English and one Chinese text classification tasks. We use the base BERT models: the uncased BERT-base model Footnote 1 and the Chinese BERT-base model Footnote 2 respectively. 5.1 Datasets. We evaluate our approach on eight widely-studied datasets. These datasets …
http://staff.ustc.edu.cn/~tongxu/ WebThe methods based on the combination of word-level and character-level features can effectively boost performance on Chinese short text classification. A lot of works …
WebDec 1, 2024 · Text classification is a foundational task in many NLP applications. Traditional text classifiers often rely on many human-designed features, such as dictionaries, knowledge bases and special tree ...
WebHanqing Tao, Shiwei Tong, Kun Zhang, Tong Xu, Qi Liu, Enhong Chen, Min Hou, Ideography Leads Us to the Field of Cognition: A Radical-guided Associative Model for Chinese Text Classification, In Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI'21), Online, 2024, 13898-13906. danny mullen freed the slavesWebNov 21, 2024 · Text normalization is a method for standardizing text to prepare it for the tokenization, vectorization and classification steps. With english, the first step would be to convert all text to lowercase. Because … danny music videosWebZhang et al. presented a short text classification algorithm for Chinese clinical medicine combining ALBERT pre-training model and graph attention network. 2.3. Multi-Task Learning. Multi-task Learning (MTL) refers to learning multiple tasks simultaneously, and neural networks generally allow the underlying network to simultaneously take into ... danny neckel twitterWebDec 29, 2024 · Short text classification, an important direction of the basic research of natural language processing, has extensive applications. Its effect depends on feature … danny mountain bike downhillWebFeb 24, 2024 · In this project, RoBERTa-wwm-ext [Cui et al., 2024] pre-train language model was adopted and fine-tuned for Chinese text classification. The models were … danny myrick songwriterWebNov 25, 2024 · Owing to the uneven distribution of key features in Chinese texts, key features play different roles in text recognition in Chinese text classification tasks. We propose a feature-enhanced fusion model based on attention mechanism for Chinese text classification, a long short-term memory (LSTM) network, a convolutional neural … danny nanone ft ariel wayzWebIn view of the fact that natural language has strong contextual dependence on sentence structure, but the existing Chinese short text classification algorithms Chinese Text … danny myers vs chess