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A Label Attention Model for ICD Coding from Clinical Text
ChatGLM3 series: Open Bilingual Chat LLMs | 开源双语对话语言模型
手把手带你实战 Huggingface Transformers 课程视频同步更新在B站与YouTube
Prefix-Tuning: Optimizing Continuous Prompts for Generation
Implementation and demo of explainable coding of clinical notes with Hierarchical Label-wise Attention Networks (HLAN)
Automatic ICD coding is the task of assigning codes from the International Classification of Diseases (ICD) to medical notes. These codes describe the state of the patient and have multiple applica…
Medical NLP Competition, dataset, large models, paper
The source code of NeurIPS 2020 paper "CogLTX: Applying BERT to Long Texts"
使用Bert，ERNIE，进行中文文本分类
🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
code for EMNLP 2019 paper Text Summarization with Pretrained Encoders
AAAI-2021 paper: Topic-Oriented Spoken Dialogue Summarization for Customer Service with Saliency-Aware Topic Modeling.
ChatGLM2-6B: An Open Bilingual Chat LLM | 开源双语对话语言模型
基于字符级卷积神经网络的细粒度的中文情感分析以及具体的应用，将顾客打分和评论情感进行两极映射，使用数据自动标注和基于弱监督预训练的数据增强方式自动扩充和优化数据集，实验证实了在情感分类中，使用本文的字符级卷积神经网络(C-CNN-SA)可以在不依赖分词的情况下，达到的精度和 F 值均高于词级粒度。并将模型上线使用，利用tensoflow+flask restful做出的后端服务化，具体的项目…
🧑🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), ga…
本项目采用Keras和Keras-bert实现文本多标签分类任务，对BERT进行微调。
TensorFlow code and pre-trained models for BERT
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding [ACL 2022]
Some experiments on mimic3 ICD code prediction.
Python suite to construct benchmark machine learning datasets from the MIMIC-III 💊 clinical database.
multilabel classification of EHR notes
Automatic ICD coding benchmark based on the MIMIC dataset
Predicting ICD Codes from Clinical Notes
ICD-BERT: Multi-label Classification of ICD-10 Codes with BERT (CLEF 2019)