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Label attention meets deep learning: a novel model for ICD-11 automatic classification of Chinese EMRs

BiLSTM, an ICD-11 automatic coding model using MC-BERT and label attention. Experiments on clinical records show 83.86% ...
IEEE

Chinese Multilabel Short Text Classification Method Based on GAN and Pinyin Embedding

Abstract: With the development of the Chinese Internet, a large amount of Chinese short text data has been generated. The multilabel classification of Chinese short texts enables more effective ...
GitHub

Unattended Lightweight Text Classifiers with LLM Embeddings

You can train a text classifier with just a few lines of code: You can use instruct templates with instruct models such as intfloat/multilingual-e5-large-instruct. Other models may also improve in ...
IEEE

Text Classification Techniques: A Holistic Review, Observational Analysis, and Experimental Investigation

Abstract: This review article provides a thorough assessment of modern and innovative algorithms for text classification through both observational and experimental evaluations. We propose a new ...