multi-gpu pre-training in one machine for BERT from scratch without horovod (Data Parallelism)
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Adversarial Training for Natural Language Understanding
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MPNet: Masked and Permuted Pre-training for Language Understanding https://arxiv.org/pdf/2004.09297.pdf
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XLNet for generating language.
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Distillation of KoBERT from SKTBrain (Lightweight KoBERT)
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LASER multilingual sentence embeddings as a pip package
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Source code for paper: Improving Grammatical Error Correction via Pre-Training a Copy-Augmented Architecture with Unlabeled Data
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ac-library-rs is a rust port of AtCoder Library (ACL).
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pre-trained Language Models
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COOT: Cooperative Hierarchical Transformer for Video-Text Representation Learning
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Code and Data for ACL 2020 paper "Few-Shot NLG with Pre-Trained Language Model" https://arxiv.org/abs/1904.09521
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Summarization, translation, sentiment-analysis, text-generation and more at blazing speed using a T5 version implemented in ONNX.
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A painless way to pick future time.
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rethinking_performance_estimation_in_NASby MAC-AutoML
Python 
159 Version:Current
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BERT for question answering starting with HotpotQA
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Implementation of XLNet that can load pretrained checkpoints
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transform multi-label classification as sentence pair task, with more training data and information
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WARNING: This package has been deprecated. Please use the SageMaker Training Toolkit for model training and the SageMaker Inference Toolkit for model serving.
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BERTRPC is a Ruby BERT-RPC client library.
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c
classifier_multi_label_textcnnby hellonlp
Python 156 Version:Current License: No License (No License)
License: No License (No License)multi-label，classifier，text classification，多标签文本分类，文本分类，BERT，ALBERT，multi-label-classification
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BERT_multimodal_transformerby WasifurRahman
Python 155 Version:Current License: No License (No License)
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Transformer language model (GPT-2) with sentencepiece tokenizer
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Pre-Trained Models for ToD-BERT
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Deploy-BERT-for-Sentiment-Analysis-with-FastAPIby curiousily
Python 155 Version:Current License: Permissive (MIT)
Deploy BERT for Sentiment Analysis as REST API using FastAPI, Transformers by Hugging Face and PyTorch
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Python wrapper for evaluating summarization quality by ROUGE package
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A list of pretrained Transformer models for the Russian language.
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Content Enhanced BERT-based Text-to-SQL Generation https://arxiv.org/abs/1910.07179
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QuickAI is a Python library that makes it extremely easy to experiment with state-of-the-art Machine Learning models.
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Label data using HuggingFace's transformers and automatically get a prediction service
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An unofficial implementation of Poly-encoder (Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring)
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对ACL2020 FastBERT论文的复现，论文地址:https://arxiv.org/pdf/2004.02178.pdf
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Scalable Topic Modeling using Variational Inference in MapReduce
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Neural models for Text Classification in Tensorflow, such as cnn, dpcnn, fasttext, bert ...
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pre-training and fine-tuning framework for text generation
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All For NLP, especially Chinese.
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Sequence labeling base on universal transformer (Transformer encoder) and CRF; 基于Universal Transformer + CRF 的中文分词和词性标注
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a Fast, Flexible, Extensible and Easy-to-use NLP Large-scale Pretraining and Multi-task Learning Framework.
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Code for the article "Semantic-Unit-Based Dilated Convolution for Multi-Label Text Classification" (EMNLP 2018)
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Scripts to train a bidirectional LSTM with knowledge distillation from BERT
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NLP research：基于tensorflow的nlp深度学习项目，支持文本分类/句子匹配/序列标注/文本生成 四大任务
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语义理解/口语理解，项目包含有词法分析：中文分词、词性标注、命名实体识别；口语理解：领域分类、槽填充、意图识别。
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[ACM MM 2018] Attribute-Aware Attention Model for Fine-grained Representation Learning
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TextAugment: Text Augmentation Library
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Framework for fine-tuning pretrained transformers for Named-Entity Recognition (NER) tasks
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Elmo-Tutorialby PrashantRanjan09
Jupyter Notebook 146 Version:Current License: No License (No License)
License: No License (No License)A short tutorial on Elmo training (Pre trained, Training on new data, Incremental training)
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Code for the NeurIPS'17 paper "DropoutNet: Addressing Cold Start in Recommender Systems"
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Soft-Masked Bert 复现论文:https://arxiv.org/pdf/2005.07421.pdf
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Assessing syntactic abilities of BERT
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天池大赛疫情文本挑战赛线上第三名方案分享
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BERT-GPUby guotong1988
multi-gpu pre-training in one machine for BERT from scratch without horovod (Data Parallelism)
Python 164Updated: 2 y ago License: Permissive (Apache-2.0)
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FreeLBby zhuchen03
Adversarial Training for Natural Language Understanding
Python 164Updated: 4 y ago License: No License (No License)
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MPNetby microsoft
MPNet: Masked and Permuted Pre-training for Language Understanding https://arxiv.org/pdf/2004.09297.pdf
Python 164Updated: 4 y ago License: Permissive (MIT)
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XLnet-genby rusiaaman
XLNet for generating language.
Python 164Updated: 4 y ago License: Permissive (MIT)
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DistilKoBERTby monologg
Distillation of KoBERT from SKTBrain (Lightweight KoBERT)
Python 163Updated: 2 y ago License: Permissive (Apache-2.0)
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laserembeddingsby yannvgn
LASER multilingual sentence embeddings as a pip package
Python 163Updated: 3 y ago License: Permissive (BSD-3-Clause)
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fairseq-gecby zhawe01
Source code for paper: Improving Grammatical Error Correction via Pre-Training a Copy-Augmented Architecture with Unlabeled Data
Python 162Updated: 5 y ago License: Proprietary (Proprietary)
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UDA_pytorchby SanghunYun
UDA(Unsupervised Data Augmentation) implemented by pytorch
Python 162Updated: 4 y ago License: Permissive (Apache-2.0)
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ac-library-rsby rust-lang-ja
ac-library-rs is a rust port of AtCoder Library (ACL).
Rust 162Updated: 2 y ago License: Permissive (CC0-1.0)
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language-modelsby piegu
pre-trained Language Models
Jupyter Notebook 162Updated: 2 y ago License: No License (No License)
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coot-videotextby gingsi
COOT: Cooperative Hierarchical Transformer for Video-Text Representation Learning
Python 161Updated: 4 y ago License: Permissive (Apache-2.0)
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Few-Shot-NLGby czyssrs
Code and Data for ACL 2020 paper "Few-Shot NLG with Pre-Trained Language Model" https://arxiv.org/abs/1904.09521
Python 160Updated: 4 y ago License: Permissive (MIT)
160Updated: 4 y ago License: Permissive (MIT)Support
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onnxt5by abelriboulot
Summarization, translation, sentiment-analysis, text-generation and more at blazing speed using a T5 version implemented in ONNX.
Python 159Updated: 4 y ago License: Permissive (Apache-2.0)
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DateTimeSeerby p-v
A painless way to pick future time.
Java 159Updated: 4 y ago License: Permissive (MIT)
159Updated: 4 y ago License: Permissive (MIT)Support
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rethinking_performance_estimation_in_NASby MAC-AutoML
Python 159Updated: 3 y ago License: No License (No License)
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bert-qaby chiayewken
BERT for question answering starting with HotpotQA
Python 158Updated: 4 y ago License: Permissive (MIT)
158Updated: 4 y ago License: Permissive (MIT)Support
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k
keras-xlnetby CyberZHG
Implementation of XLNet that can load pretrained checkpoints
Python 157Updated: 4 y ago License: Permissive (MIT)
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multi-label_classificationby brightmart
transform multi-label classification as sentence pair task, with more training data and information
Python 157Updated: 4 y ago License: No License (No License)
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sagemaker-containersby aws
WARNING: This package has been deprecated. Please use the SageMaker Training Toolkit for model training and the SageMaker Inference Toolkit for model serving.
Python 157Updated: 4 y ago License: Permissive (Apache-2.0)
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bertrpcby mojombo
BERTRPC is a Ruby BERT-RPC client library.
Ruby 157Updated: 4 y ago License: Permissive (MIT)
157Updated: 4 y ago License: Permissive (MIT)Support
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c
classifier_multi_label_textcnnby hellonlp
multi-label，classifier，text classification，多标签文本分类，文本分类，BERT，ALBERT，multi-label-classification
Python 156Updated: 4 y ago License: No License (No License)
156Updated: 4 y ago License: No License (No License)Support
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BERT_multimodal_transformerby WasifurRahman
Python 155Updated: 2 y ago License: No License (No License)
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transformer-lmby lopuhin
Transformer language model (GPT-2) with sentencepiece tokenizer
Python 155Updated: 4 y ago License: No License (No License)
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ToD-BERTby jasonwu0731
Pre-Trained Models for ToD-BERT
Python 155Updated: 4 y ago License: Permissive (BSD-2-Clause)
155Updated: 4 y ago License: Permissive (BSD-2-Clause)Support
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Deploy-BERT-for-Sentiment-Analysis-with-FastAPIby curiousily
Deploy BERT for Sentiment Analysis as REST API using FastAPI, Transformers by Hugging Face and PyTorch
Python 155Updated: 2 y ago License: Permissive (MIT)
155Updated: 2 y ago License: Permissive (MIT)Support
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p
pythonrougeby tagucci
Python wrapper for evaluating summarization quality by ROUGE package
Perl 155Updated: 4 y ago License: Permissive (MIT)
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t
transformers-ruby vlarine
A list of pretrained Transformer models for the Russian language.
Jupyter Notebook 155Updated: 4 y ago License: Permissive (Apache-2.0)
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NL2SQL-RULEby guotong1988
Content Enhanced BERT-based Text-to-SQL Generation https://arxiv.org/abs/1910.07179
Python 154Updated: 2 y ago License: No License (No License)
154Updated: 2 y ago License: No License (No License)Support
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quickaiby geekjr
QuickAI is a Python library that makes it extremely easy to experiment with state-of-the-art Machine Learning models.
Python 154Updated: 2 y ago License: Permissive (MIT)
154Updated: 2 y ago License: Permissive (MIT)Support
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label-studio-transformersby heartexlabs
Label data using HuggingFace's transformers and automatically get a prediction service
Python 153Updated: 2 y ago License: Permissive (Apache-2.0)
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PolyEncoderby sfzhou5678
An unofficial implementation of Poly-encoder (Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring)
Python 153Updated: 4 y ago License: No License (No License)
153Updated: 4 y ago License: No License (No License)Support
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FastBERTby BitVoyage
对ACL2020 FastBERT论文的复现，论文地址:https://arxiv.org/pdf/2004.02178.pdf
Python 153Updated: 4 y ago License: No License (No License)
153Updated: 4 y ago License: No License (No License)Support
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M
Mr.LDAby lintool
Scalable Topic Modeling using Variational Inference in MapReduce
Java 151Updated: 4 y ago License: Permissive (Apache-2.0)
151Updated: 4 y ago License: Permissive (Apache-2.0)Support
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text-classification-demosby liyibo
Neural models for Text Classification in Tensorflow, such as cnn, dpcnn, fasttext, bert ...
Python 151Updated: 4 y ago License: No License (No License)
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Guyuby lipiji
pre-training and fine-tuning framework for text generation
Python 150Updated: 4 y ago License: Permissive (MIT)
150Updated: 4 y ago License: Permissive (MIT)Support
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All4NLPby hscspring
All For NLP, especially Chinese.
Jupyter Notebook 150Updated: 4 y ago License: Permissive (MIT)
150Updated: 4 y ago License: Permissive (MIT)Support
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transformer-word-segmenterby GlassyWing
Sequence labeling base on universal transformer (Transformer encoder) and CRF; 基于Universal Transformer + CRF 的中文分词和词性标注
Python 149Updated: 2 y ago License: Permissive (Apache-2.0)
149Updated: 2 y ago License: Permissive (Apache-2.0)Support
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PALMby PaddlePaddle
a Fast, Flexible, Extensible and Easy-to-use NLP Large-scale Pretraining and Multi-task Learning Framework.
Python 148Updated: 2 y ago License: No License (No License)
148Updated: 2 y ago License: No License (No License)Support
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SU4MLCby lancopku
Code for the article "Semantic-Unit-Based Dilated Convolution for Multi-Label Text Classification" (EMNLP 2018)
Python 148Updated: 4 y ago License: No License (No License)
148Updated: 4 y ago License: No License (No License)Support
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distil-bilstmby tacchinotacchi
Scripts to train a bidirectional LSTM with knowledge distillation from BERT
Python 147Updated: 4 y ago License: No License (No License)
147Updated: 4 y ago License: No License (No License)Support
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nlp_researchby zhufz
NLP research：基于tensorflow的nlp深度学习项目，支持文本分类/句子匹配/序列标注/文本生成 四大任务
Python 146Updated: 4 y ago License: Permissive (MIT)
146Updated: 4 y ago License: Permissive (MIT)Support
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Semanticby ownthink
语义理解/口语理解，项目包含有词法分析：中文分词、词性标注、命名实体识别；口语理解：领域分类、槽填充、意图识别。
Python 146Updated: 4 y ago License: No License (No License)
146Updated: 4 y ago License: No License (No License)Support
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attribute-aware-attentionby iamhankai
[ACM MM 2018] Attribute-Aware Attention Model for Fine-grained Representation Learning
Python 146Updated: 4 y ago License: No License (No License)
146Updated: 4 y ago License: No License (No License)Support
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textaugmentby dsfsi
TextAugment: Text Augmentation Library
Python 146Updated: 4 y ago License: Permissive (MIT)
146Updated: 4 y ago License: Permissive (MIT)Support
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NERDAby ebanalyse
Framework for fine-tuning pretrained transformers for Named-Entity Recognition (NER) tasks
Python 146Updated: 2 y ago License: Permissive (MIT)
146Updated: 2 y ago License: Permissive (MIT)Support
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Elmo-Tutorialby PrashantRanjan09
A short tutorial on Elmo training (Pre trained, Training on new data, Incremental training)
Jupyter Notebook 146Updated: 4 y ago License: No License (No License)
146Updated: 4 y ago License: No License (No License)Support
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DropoutNetby layer6ai-labs
Code for the NeurIPS'17 paper "DropoutNet: Addressing Cold Start in Recommender Systems"
Python 145Updated: 2 y ago License: Proprietary (Proprietary)
145Updated: 2 y ago License: Proprietary (Proprietary)Support
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SoftMaskedBertby hiyoung123
Soft-Masked Bert 复现论文:https://arxiv.org/pdf/2005.07421.pdf
Python 145Updated: 4 y ago License: No License (No License)
145Updated: 4 y ago License: No License (No License)Support
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bert-syntaxby yoavg
Assessing syntactic abilities of BERT
Python 145Updated: 4 y ago License: Permissive (Apache-2.0)
145Updated: 4 y ago License: Permissive (Apache-2.0)Support
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epidemicTextMatchby huanghuidmml
天池大赛疫情文本挑战赛线上第三名方案分享
Python 145Updated: 4 y ago License: No License (No License)
145Updated: 4 y ago License: No License (No License)Support
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