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All Projects → lonePatient → Awesome Pretrained Chinese Nlp Models

lonePatient / Awesome Pretrained Chinese Nlp Models

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Awesome Pretrained Chinese NLP Models，高质量中文预训练模型集合

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nlp chinese pretrained-models nlu nlg

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Awesome Pretrained Chinese NLP Models

在自然语言处理领域中，预训练语言模型（Pretrained Language Models）已成为非常重要的基础技术，本仓库主要收集目前网上公开的一些高质量中文预训练模型(感谢分享资源的大佬)，并将持续更新......

注: 🤗huggingface模型下载地址: 1. 清华大学开源镜像 2. 官方地址

Expand Table of Contents

NLU系列
- BERT
- RoBERTa
- ALBERT
- NEZHA
- XLNET
- MacBERT
- WoBERT
- ELECTRA
- ZEN
- ERNIE
NLG系列
- GPT
- NEZHA-GEN
- CPM-Generate
- T5
- T5-PEGASUS
NLU-NLG系列
- UniLM
- Simbert

NLU系列

BERT

2018 | BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding | Jacob Devlin, et al. | arXiv | PDF
2019 | Pre-Training with Whole Word Masking for Chinese BERT | Yiming Cui, et al. | arXiv | PDF

模型	版本	TensorFlow	PyTorch	作者	源地址	应用领域
BERT-Base	base	Google Drive		Google Research	github	通用
BERT-wwm	base	Google Drive 讯飞云-07Xj	Google Drive	Yiming Cui	github	通用
BERT-wwm-ext	base	Google Drive 讯飞云-4cMG	Google Drive	Yiming Cui	github	通用
bert-base-民事	base	阿里云		THUNLP	github	司法
bert-base-刑事	base	阿里云		THUNLP	github	司法
BAAI-JDAI-BERT	base	京东云		JDAI	github	电商客服对话
FinBERT	base	Google Drive 百度网盘-1cmp	Google Drive 百度网盘-986f	Value Simplex	github	金融科技领域
EduBERT	base	好未来AI	好未来AI	tal-tech	github	教育领域
MC-BERT	base	Google Drive		Alibaba AI Research	github	医学领域
guwenbert-base	base		百度网盘-4jng huggingface	Ethan	github	古文领域
guwenbert-large	large		百度网盘-m5sz huggingface	Ethan	github	古文领域

备注:

wwm全称为**Whole Word Masking **,一个完整的词的部分WordPiece子词被mask，则同属该词的其他部分也会被mask

ext表示在更多数据集下训练

RoBERTa

2019 | RoBERTa: A Robustly Optimized BERT Pretraining Approach | Yinhan Liu, et al. | arXiv | PDF

模型	版本	TensorFlow	PyTorch	作者	源地址	应用领域
RoBERTa-tiny-clue	tiny	Google Drive	百度网盘-8qvb	CLUE	github	通用
RoBERTa-tiny-pair	tiny	google drive	百度网盘-8qvb	CLUE	github	通用
RoBERTa-tiny3L768-clue	tiny	Google Drive		CLUE	github	通用
RoBERTa-tiny3L312-clue	tiny	google drive	百度网盘-8qvb	CLUE	github	通用
RoBERTa-large-pair	large	Google Drive	百度网盘-8qvb	CLUE	github	通用
RoBERTa-large-clue	large	google drive	百度网盘-8qvb	CLUE	github	通用
RBT3	3层base	Google Drive 讯飞云-b9nx	Google Drive	Yiming Cui	github	通用
RBTL3	3层large	Google Drive 讯飞云-vySW	Google Drive	Yiming Cui	github	通用
RBTL4	4层large	讯飞云-e8dN		Yiming Cui	github	通用
RBTL6	6层large	讯飞云-XNMA		Yiming Cui	github	通用
RoBERTa-wwm-ext	base	Google Drive 讯飞云-Xe1p	Google Drive	Yiming Cui	github	通用
RoBERTa-wwm-ext-large	large	Google Drive 讯飞云-u6gC	Google Drive	Yiming Cui	github	通用
RoBERTa-base	base	Google Drive 百度网盘	Google Drive 百度网盘	brightmart	github	通用
RoBERTa-Large	large	Google Drive 百度网盘	Google Drive	brightmart	github	通用
RoBERTa-tiny	tiny	huggingface	huggingface	DBIIR @ RUC	UER	通用
RoBERTa-mini	mini	huggingface	huggingface	DBIIR @ RUC	UER	通用
RoBERTa-small	small	huggingface	huggingface	DBIIR @ RUC	UER	通用
RoBERTa-medium	medium	huggingface	huggingface	DBIIR @ RUC	UER	通用
RoBERTa-base	base	huggingface	huggingface	DBIIR @ RUC	UER	通用

ALBERT

2019 | ALBERT: A Lite BERT For Self-Supervised Learning Of Language Representations | Zhenzhong Lan, et al. | arXiv | PDF

模型	版本	TensorFlow	PyTorch	作者	源地址	应用领域
Albert_tiny	tiny	Google Drive	Google Drive	brightmart	github	通用
Albert_base_zh	base	Google Drive	Google Drive	brightmart	github	通用
Albert_large_zh	large	Google Drive	Google Drive	brightmart	github	通用
Albert_xlarge_zh	xlarge	Google Drive	Google Drive	brightmart	github	通用
Albert_base	base	Google Drive		Google Research	github	通用
Albert_large	large	Google Drive		Google Research	github	通用
Albert_xlarge	xlarge	Google Drive		Google Research	github	通用
Albert_xxlarge	xxlarge	Google Drive		Google Research	github	通用

NEZHA

2019 | NEZHA: Neural Contextualized Representation for Chinese Language Understanding | Junqiu Wei, et al. | arXiv | PDF

模型	版本	TensorFlow	PyTorch	作者	源地址	应用领域
NEZHA-base	base	Google Drive 百度网盘-ntn3	lonePatient	HUAWEI	github	通用
NEZHA-base-wwm	base	Google Drive 百度网盘-f68o	lonePatient	HUAWEI	github	通用
NEZHA-large	large	Google Drive 百度网盘-7thu	lonePatient	HUAWEI	github	通用
NEZHA-large-wwm	large	Google Drive 百度网盘-ni4o	lonePatient	HUAWEI	github	通用
WoNEZHA(word-base)	base	百度网盘-qgkq		ZhuiyiTechnology	github	通用

MacBERT

2020 | Revisiting Pre-Trained Models for Chinese Natural Language Processing | Yiming Cui, et al. | arXiv | PDF

模型	版本	TensorFlow	PyTorch	作者	源地址	应用领域
MacBERT-base	base	Google Drive 讯飞云-E2cP		Yiming Cui	github	通用
MacBERT-large	large	Google Drive 讯飞云-3Yg3		Yiming Cui	github	通用

WoBERT

2020 | 提速不掉点：基于词颗粒度的中文WoBERT | 苏剑林. | spaces | Blog post

模型	版本	TensorFlow	PyTorch	作者	源地址	应用领域
WoBERT	base	百度网盘-kim2		ZhuiyiTechnology	github	通用
WoBERT-plus	base	百度网盘-aedw		ZhuiyiTechnology	github	通用

XLNET

2019 | XLNet: Generalized Autoregressive Pretraining for Language Understanding | Zhilin Yang, et al. | arXiv | PDF

模型	版本	TensorFlow	PyTorch	作者	源地址	应用领域
XLNet-base	base	Google Drive 讯飞云-uCpe	Google Drive	Yiming Cui	github	通用
XLNet-mid	middle	Google Drive 讯飞云-68En	Google Drive	Yiming Cui	github	通用
XLNet_zh_Large	large	百度网盘		brightmart	github	通用

ELECTRA

2020 | ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators | Kevin Clark, et al. | arXiv | PDF

模型	版本	TensorFlow	作者	源地址	应用领域
ELECTRA-180g-large	large	Google Drive 讯飞云-Yfcy	Yiming Cui	github	通用
ELECTRA-180g-small-ex	small	Google Drive 讯飞云-GUdp	Yiming Cui	github	通用
ELECTRA-180g-base	base	Google Drive 讯飞云-Xcvm	Yiming Cui	github	通用
ELECTRA-180g-small	small	Google Drive 讯飞云-qsHj	Yiming Cui	github	通用
legal-ELECTRA-large	large	Google Drive 讯飞云-7f7b	Yiming Cui	github	司法领域
legal-ELECTRA-base	base	Google Drive 讯飞云-7f7b	Yiming Cui	github	司法领域
legal-ELECTRA-small	small	Google Drive 讯飞云-7f7b	Yiming Cui	github	司法领域
ELECTRA-tiny	tiny	Google Drive 百度网盘-rs99	CLUE	github	通用

ZEN

2019 | ZEN: Pre-training Chinese Text Encoder Enhanced by N-gram Representations | Shizhe Diao, et al. | arXiv | PDF

模型	版本	TensorFlow	PyTorch	作者	源地址	应用领域
ZEN-Base	base		Google Drive 百度网盘	Sinovation Ventures AI Institute	github	通用

ERNIE

2019 | ERNIE: Enhanced Representation through Knowledge Integration | Yu Sun, et al. | arXiv | PDF
2020 | SKEP: Sentiment Knowledge Enhanced Pre-training for Sentiment Analysis | Hao Tian, et al. | arXiv | PDF

模型	版本	PaddlePaddle	PyTorch	作者	源地址	应用领域
ernie-1.0-base	base	link		PaddlePaddle	github	通用
ernie_1.0_skep_large	large	link		Baidu	github	情感分析

备注:

PaddlePaddle转TensorFlow可参考: tensorflow_ernie

PaddlePaddle转PyTorch可参考: ERNIE-Pytorch

NLG系列

GPT

2019 | Improving Language Understandingby Generative Pre-Training | Alec Radford, et al. | arXiv | PDF
2019 | Language Models are Unsupervised Multitask Learners | Alec Radford, et al. | arXiv | PDF

模型	版本	PyTorch	作者	源地址	应用领域
GPT2	30亿语料	Google Drive 百度网盘-ffz6	Caspar ZHANG	gpt2-ml	通用
GPT2	15亿语料	Google Drive 百度网盘-q9vr	Caspar ZHANG	gpt2-ml	通用
CDial-GPTLCCC-base	base	huggingface	thu-coai	CDial-GPT	中文对话
CDial-GPT2LCCC-base	base	huggingface	thu-coai	CDial-GPT	中文对话
CDial-GPTLCCC-large	large	huggingface	thu-coai	CDial-GPT	中文对话
GPT2-dialogue	base	Google Drive 百度网盘-osi6	yangjianxin1	GPT2-chitchat	闲聊对话
GPT2-mmi	base	Google Drive 百度网盘-1j88	yangjianxin1	GPT2-chitchat	闲聊对话
GPT2-散文模型	base	Google Drive 百度网盘-fpyu	Zeyao Du	GPT2-Chinese	散文
GPT2-诗词模型	base	Google Drive 百度网盘-7fev	Zeyao Du	GPT2-Chinese	诗词
GPT2-对联模型	base	Google Drive 百度网盘-i5n0	Zeyao Du	GPT2-Chinese	对联

NEZHA-Gen

2019 | NEZHA: Neural Contextualized Representation for Chinese Language Understanding | Junqiu Wei, et al. | arXiv | PDF
2019 | Improving Language Understandingby Generative Pre-Training | Alec Radford, et al. | arXiv | PDF

模型	版本	TensorFlow	PyTorch	作者	源地址	应用领域
NEZHA-Gen	base	Google Drive 百度网盘-rb5m		HUAWEI	github	通用
NEZHA-Gen	base	Google Drive 百度网盘-ytim		HUAWEI	github	诗歌

CPM-Generate

2020 | CPM: A Large-scale Generative Chinese Pre-trained Language Model | Zhengyan Zhang, et al. | arXiv | PDF

模型	版本	资源	PyTorch	作者	源地址	应用领域
CPM	26亿参数	项目首页	模型下载	Tsinghua AI	github	通用

备注:

PyTorch转TensorFlow可参考: CPM-LM-TF2

PyTorch转PaddlePaddle可参考: CPM-Generate-Paddle

T5

2019 | Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer | Colin Raffel, et al. | arXiv | PDF

模型	版本	TensorFlow	PyTorch	作者	源地址	应用领域
T5	small	huggingface	huggingface	DBIIR @ RUC	UER	通用

T5-PEGASUS

2019 | Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer | Colin Raffel, et al. | arXiv | PDF
2019 | PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization | Jingqing Zhang, et al. | arXiv | PDF
2021 | T5 PEGASUS：开源一个中文生成式预训练模型 | 苏剑林. | spaces | Blog post

模型	版本	Keras	PyTorch	作者	源地址	应用领域
T5 PEGASUS	base	百度网盘-3sfn		ZhuiyiTechnology	github	通用
T5 PEGASUS	small	百度网盘-qguk		ZhuiyiTechnology	github	通用

Keras转PyTorch可参考: t5-pegasus-pytorch

NLU-NLG系列

UniLM

2019 | Unified Language Model Pre-training for Natural Language Understanding and Generation | Li Dong, et al. | arXiv | PDF

模型	版本	TensorFlow	PyTorch	作者	源地址	应用领域
Unilm	base	百度网盘-tblr	百度网盘-etwf	YunwenTechnology	github	通用

Simbert

2020 | 鱼与熊掌兼得：融合检索和生成的SimBERT模型 | 苏剑林. | spaces | Blog post

模型	版本	TensorFlow	作者	源地址	应用领域
SimBERT Tiny	tiny	百度网盘-1tp7	ZhuiyiTechnology	github	通用
SimBERT Small	small	百度网盘-nu67	ZhuiyiTechnology	github	通用
SimBERT Base	base	百度网盘-6xhq	ZhuiyiTechnology	github	通用

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