442 Open Source Bert Software Projects
Free and open source bert code projects including engines, APIs, generators, and tools.
Huggingface Transformers 35184 ⭐
🤗Transformers: State-of-the-art Natural Language Processing for Pytorch and TensorFlow 2.0.
Paddlepaddle Ernie 3689 ⭐
An Implementation of ERNIE For Language Understanding (including Pre-training models and Fine-tuning tools)
Bert Bilstm Crf Ner 3139 ⭐
Tensorflow solution of NER task Using BiLSTM-CRF model with Google BERT Fine-tuning And private Server services
Albert_zh 2885 ⭐
A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS, 海量中文预训练ALBERT模型
Nlp Architect 2509 ⭐
A model library for exploring state-of-the-art deep learning topologies and techniques for optimizing Natural Language Processing neural networks
Bentrevett Pytorch Sentiment Analysis 2227 ⭐
Tutorials on getting started with PyTorch and TorchText for sentiment analysis.
Bertviz 2149 ⭐
Tool for visualizing attention in the Transformer model (BERT, GPT-2, Albert, XLNet, RoBERTa, CTRL, etc.)
Texar 2027 ⭐
Toolkit for Machine Learning, Natural Language Processing, and Text Generation, in TensorFlow
Keras Bert 1924 ⭐
Implementation of BERT that could load official pre-trained models for feature extraction and prediction
Kashgari 1870 ⭐
Kashgari is a production-level NLP Transfer learning framework built on top of tf.keras for text-labeling and text-classification, includes Word2Vec, BERT, and GPT2 Language Embedding.
Pycorrector 1712 ⭐
pycorrector is a toolkit for text error correction. It was developed to facilitate the designing, comparing, and sharing of deep text error correction models.
Awesome Bert 1544 ⭐
bert nlp papers, applications and github resources, including the newst xlnet ， BERT、XLNet 相关论文和 github 项目
Chineseglue 1318 ⭐
Language Understanding Evaluation benchmark for Chinese: datasets, baselines, pre-trained models,corpus and leaderboard
Cluebenchmark Clue 1312 ⭐
中文语言理解基准测评 Chinese Language Understanding Evaluation Benchmark: datasets, baselines, pre-trained models, corpus and leaderboard
Nlp Journey 1207 ⭐
Documents, papers and codes related to Natural Language Processing, including Topic Model, Word Embedding, Named Entity Recognition, Text Classificatin, Text Generation, Text Similarity, Machine Translation)，etc. All codes are implemented intensorflow 2.0.
Shift Ctrl F 989 ⭐
🔎 Search the information available on a webpage using natural language instead of an exact string match.
Farm 990 ⭐
:house_with_garden: Fast & easy transfer learning for NLP. Harvesting language models for the industry.
Deepset Ai Haystack 902 ⭐
:mag: Transformers at scale for question answering & neural search. Using NLP via a modular Retriever-Reader-Pipeline. Supporting DPR, Elasticsearch, HuggingFace's Modelhub...
Nlp_xiaojiang 803 ⭐
自然语言处理（nlp），小姜机器人（闲聊检索式chatbot），BERT句向量-相似度（Sentence Similarity），XLNET句向量-相似度（text xlnet embedding），文本分类（Text classification）， 实体提取（ner，bert+bilstm+crf），数据增强（text augment, data enhance），同义句同义词生成，句子主干提取（mainpart），中文汉语短文本相似度，文本特征工程，keras-http-service调用
Keras Textclassification 747 ⭐
中文长文本分类、短句子分类、多标签分类、两句子相似度（Chinese Text Classification of Keras NLP, multi-label classify, or sentence classify, long or short），字词句向量嵌入层（embeddings）和网络层（graph）构建基类，FastText，TextCNN，CharCNN，TextRNN, RCNN, DCNN, DPCNN, VDCNN, CRNN, Bert, Xlnet, Albert, Attention, DeepMoji, HAN, 胶囊网络-CapsuleNet, Transformer-encode, Seq2seq, SWEM, LEAM, TextGCN
Rasa_chatbot_cn 645 ⭐
building a chinese dialogue system based on the newest version of rasa(基于最新版本rasa搭建的对话系统)
Texar Pytorch 611 ⭐
Integrating the Best of TF into PyTorch, for Machine Learning, Natural Language Processing, and Text Generation
Turbotransformers 600 ⭐
a fast and user-friendly runtime for transformer inference (Bert, Albert, GPT2, Decoders, etc) on CPU and GPU.
Bert_paper_chinese_translation 539 ⭐
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 论文的中文翻译 Chinese Translation!
Sentiment_analysis_fine_grain 530 ⭐
Multi-label Classification with BERT; Fine Grained Sentiment Analysis from AI challenger
Awesome Bert Nlp 473 ⭐
A curated list of NLP resources focused on BERT, attention mechanism, Transformer networks, and transfer learning.
Getting Things Done With Pytorch 528 ⭐
Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BERT.
Deep Learning For Hackers 443 ⭐
Machine Learning tutorials with TensorFlow 2 and Keras in Python (Jupyter notebooks included) - (LSTMs, Hyperameter tuning, Data preprocessing, Bias-variance tradeoff, Anomaly Detection, Autoencoders, Time Series Forecasting, Object Detection, Sentiment Analysis, Intent Recognition with BERT)
Bert Multi Label Text Classification 398 ⭐
This repo contains a PyTorch implementation of a pretrained BERT model for multi-label text classification.
Vl Bert 387 ⭐
Code for ICLR 2020 paper "VL-BERT: Pre-training of Generic Visual-Linguistic Representations".
Cogqa 358 ⭐
Source code and dataset for ACL 2019 paper "Cognitive Graph for Multi-Hop Reading Comprehension at Scale"
Abstractive Summarization With Transfer Learning 340 ⭐
Abstractive summarisation using Bert as encoder and Transformer Decoder
Azureml Bert 322 ⭐
End-to-End recipes for pre-training and fine-tuning BERT using Azure Machine Learning Service
Rust Bert 308 ⭐
Rust native ready-to-use NLP pipelines and transformer-based models (BERT, DistilBERT, GPT2,...)
Transformers Tutorials 276 ⭐
Github repo with tutorials to fine tune transformers for diff NLP tasks
Bert For Sequence Labeling And Text Classification 237 ⭐
This is the template code to use BERT for sequence lableing and text classification, in order to facilitate BERT for more tasks. Currently, the template code has included conll-2003 named entity identification, Snips Slot Filling and Intent Prediction.
Bert For Rrc Absa 239 ⭐
code for our NAACL 2019 paper: "BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis"
Adaptnlp 229 ⭐
An easy to use Natural Language Processing library and framework for predicting, training, fine-tuning, and serving up state-of-the-art NLP models.
Bert Attributeextraction 211 ⭐
USING BERT FOR Attribute Extraction in KnowledgeGraph. fine-tuning and feature extraction. 使用基于bert的微调和特征提取方法来进行知识图谱百度百科人物词条属性抽取。
Casrel 231 ⭐
A Novel Cascade Binary Tagging Framework for Relational Triple Extraction. Accepted by ACL 2020.
Bert Chainer 198 ⭐
Chainer implementation of "BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding"
Self Supervised Speech Pretraining And Representation Learning 243 ⭐
The S3PRL speech toolkit: self-supervised pre-training and representation learning of Mockingjay, TERA, A-ALBERT, APC, and more to come. With easy-to-use standard downstream evaluation scripts including phone classification, speaker recognition, and ASR. (All in Pytorch!)
Nlp Tutorials 209 ⭐
Simple implementations of NLP models. Tutorials are written in Chinese on my website https://mofanpy.com
Pytorch Bert Crf Ner 191 ⭐
KoBERT와 CRF로 만든 한국어 개체명인식기 (BERT+CRF based Named Entity Recognition model for Korean)
Fancy Nlp 178 ⭐
NLP for human. A fast and easy-to-use natural language processing (NLP) toolkit, satisfying your imagination about NLP.
Bert As Language Model 157 ⭐
bert as language model, fork from https://github.com/google-research/bert
Labteral Ernie 153 ⭐
Simple State-of-the-Art BERT-Based Sentence Classification with Keras / TensorFlow 2. Built with HuggingFace's Transformers.
Bert Relation Extraction 157 ⭐
PyTorch implementation for "Matching the Blanks: Distributional Similarity for Relation Learning" paper
Nlpgnn 156 ⭐
1. Use BERT, ALBERT and GPT2 as tensorflow2.0's layer. 2. Implement GCN, GAN, GIN and GraphSAGE based on message passing.
Gpt2 Bert Reddit Bot 141 ⭐
a bot that generates realistic replies using a combination of pretrained GPT-2 and BERT models
Awesome Vision Language Pretraining Papers 170 ⭐
Recent Advances in Vision and Language PreTrained Models (VL-PTMs)
Repo 2019 131 ⭐
BERT, AWS RDS, AWS Forecast, EMR Spark Cluster, Hive, Serverless, Google Assistant + Raspberry Pi, Infrared, Google Cloud Platform Natural Language, Anomaly detection, Tensorflow, Mathematics
Bert Of Theseus 142 ⭐
⛵️The official PyTorch implementation for "BERT-of-Theseus: Compressing BERT by Progressive Module Replacing".
Embedding As Service 134 ⭐
One-Stop Solution to encode sentence to fixed length vectors from various embedding techniques
Multi Label_classification 132 ⭐
transform multi-label classification as sentence pair task, with more training data and information
Barissayil Sentimentanalysis 144 ⭐
Sentiment analysis neural network trained by fine-tuning BERT, ALBERT, or DistilBERT on the Stanford Sentiment Treebank.
Awesome Nlp Resources 126 ⭐
This repository contains landmark research papers in Natural Language Processing that came out in this century.
Text Classification Demos 128 ⭐
Neural models for Text Classification in Tensorflow, such as cnn, dpcnn, fasttext, bert ...
Bert4doc Classification 141 ⭐
Code and source for paper ``How to Fine-Tune BERT for Text Classification?``
Gector 160 ⭐
Official implementation of the paper “GECToR – Grammatical Error Correction: Tag, Not Rewrite” // Published on BEA15 Workshop (co-located with ACL 2020) https://www.aclweb.org/anthology/2020.bea-1.16.pdf
Entitylinking_recenttrend 135 ⭐
Recent trends of Entity Linking, Disambiguation, and Representation.
Fixy 148 ⭐
Amacımız Türkçe NLP literatüründeki birçok farklı sorunu bir arada çözebilen, eşsiz yaklaşımlar öne süren ve literatürdeki çalışmaların eksiklerini gideren open source bir yazım destekleyicisi/denetleyicisi oluşturmak. Kullanıcıların yazdıkları metinlerdeki yazım yanlışlarını derin öğrenme yaklaşımıyla çözüp aynı zamanda metinlerde anlamsal analizi de gerçekleştirerek bu bağlamda ortaya çıkan yanlışları da fark edip düzeltebilmek.
Nncf_pytorch 131 ⭐
PyTorch*-based Neural Network Compression Framework for enhanced OpenVINO™ inference
Byseqlib 128 ⭐
LightSeq: A High Performance Inference Library for Sequence Processing and Generation
Pkd For Bert Model Compression 108 ⭐
pytorch implementation for Patient Knowledge Distillation for BERT Model Compression
Jointbert 124 ⭐
Pytorch implementation of JointBERT: "BERT for Joint Intent Classification and Slot Filling"
Semantic Text Similarity 101 ⭐
an easy-to-use interface to fine-tuned BERT models for computing semantic similarity in clinical and web text. that's it.
Scientificsummarizationdatasets 94 ⭐
Datasets I have created for scientific summarization, and a trained BertSum model
Toeicbert 92 ⭐
TOEIC(Test of English for International Communication) solving using pytorch-pretrained-BERT model.
Are 16 Heads Really Better Than 1 93 ⭐
Code for the paper "Are Sixteen Heads Really Better than One?"
Textclf 91 ⭐
Bert_ocr.pytorch 88 ⭐
Unofficial PyTorch implementation of 2D Attentional Irregular Scene Text Recognizer
R Bert 92 ⭐
Pytorch implementation of R-BERT: "Enriching Pre-trained Language Model with Entity Information for Relation Classification"
Atpapers 83 ⭐
Worth-reading papers and related resources on attention mechanism, Transformer and pretrained language model (PLM) such as BERT. 值得一读的注意力机制、Transformer和预训练语言模型论文与相关资源集合
Hpsg Neural Parser 76 ⭐
Source code for "Head-Driven Phrase Structure Grammar Parsing on Penn Treebank" published at ACL 2019
Bern 79 ⭐
A neural named entity recognition and multi-type normalization tool for biomedical text mining
Macadam 80 ⭐
Macadam是一个以Tensorflow(Keras)和bert4keras为基础，专注于文本分类、序列标注和关系抽取的自然语言处理工具包。支持RANDOM、WORD2VEC、FASTTEXT、BERT、ALBERT、ROBERTA、NEZHA、XLNET、ELECTRA、GPT-2等EMBEDDING嵌入; 支持FineTune、FastText、TextCNN、CharCNN、BiRNN、RCNN、DCNN、CRNN、DeepMoji、SelfAttention、HAN、Capsule等文本分类算法; 支持CRF、Bi-LSTM-CRF、CNN-LSTM、DGCNN、Bi-LSTM-LAN、Lattice-LSTM-Batch、MRC等序列标注算法。
Bert Chinese Text Classification Pytorch 72 ⭐
This repo contains a PyTorch implementation of a pretrained BERT model for text classification.
Comparatively Finetuning Bert 72 ⭐
Comparatively fine-tuning pretrained BERT models on downstream, text classification tasks with different architectural configurations in PyTorch.
Turkish Bert Nlp Pipeline 72 ⭐
Bert-base NLP pipeline for Turkish, Ner, Sentiment Analysis, Question Answering etc.
Awasthiabhijeet Pie 73 ⭐
Fast + Non-Autoregressive Grammatical Error Correction using BERT. Code and Pre-trained models for paper "Parallel Iterative Edit Models for Local Sequence Transduction": www.aclweb.org/anthology/D19-1435.pdf (EMNLP-IJCNLP 2019)
Dialog Nlu 70 ⭐
Tensorflow and Keras implementation of the state of the art researches in Dialog System NLU
Tupe 75 ⭐
Transformer with Untied Positional Encoding (TUPE). Code of paper "Rethinking Positional Encoding in Language Pre-training". Improve existing models like BERT.
Vectorsinsearch 67 ⭐
Dice.com repo to accompany the dice.com 'Vectors in Search' talk by Simon Hughes, from the Activate 2018 search conference, and the 'Searching with Vectors' talk from Haystack 2019 (US). Builds upon my conceptual search and semantic search work from 2015
Kaggle Quora Insincere Questions Classification 65 ⭐
Tensorflow Bert Seq2seq Dream Decoder 66 ⭐
Transformer Based Pretrained Model For Event Extraction 68 ⭐
Awesome Bert Japanese 62 ⭐
📝 A list of pre-trained BERT models for Japanese with word/subword tokenization + vocabulary construction algorithm information
Kdd Multimodalities Recall 59 ⭐
This is our solution for KDD Cup 2020. We implemented a very neat and simple neural ranking model based on siamese BERT which ranked first among the solo teams and ranked 12th among all teams on the final leaderboard.
Dialogue Utterance Rewriter 58 ⭐
ACL 2019论文复现：Improving Multi-turn Dialogue Modelling with Utterance ReWriter
Bert_experimental 59 ⭐
code and supplementary materials for a series of Medium articles about the BERT model
Keras Bert Ner 63 ⭐
Keras solution of Chinese NER task using BiLSTM-CRF/BiGRU-CRF/IDCNN-CRF model with Pretrained Language Model: supporting BERT/RoBERTa/ALBERT
Wsdm Cup 2019 54 ⭐
[ACM-WSDM] 3rd place solution at WSDM Cup 2019, Fake News Classification on Kaggle.
Lightlm 50 ⭐
高性能小模型测评 Shared Tasks in NLPCC 2020. Task 1 - Light Pre-Training Chinese Language Model for NLP Task
Roberta Wwm Base Distill 46 ⭐
this is roberta wwm base distilled model which was distilled from roberta wwm by roberta wwm large
Bert Loves Chemistry 55 ⭐
bert-loves-chemistry: a repository of HuggingFace models applied on chemical SMILES data for drug design, chemical modelling, etc.
Electra_crf_ner 45 ⭐
We start a company-name recognition task with a small scale and low quality training data, then using skills to enhanced model training speed and predicting performance with least artificial participation. The methods we use involve lite pre-training models such as Albert-small or Electra-small with financial corpus, knowledge of distillation and multi-stage learning. The result is that we improve the recall rate of company names recognition task from 0.73 to 0.92 and get 4 times as fast as BERT-Bilstm-CRF model.
Wsdm Adhoc Document Retrieval 47 ⭐
This is our solution for WSDM - DiggSci 2020. We implemented a simple yet robust search pipeline which ranked 2nd in the validation set and 4th in the test set. We won the gold prize at innovation track and bronze prize at dataset track.
Bert Stable Fine Tuning 48 ⭐
On the Stability of Fine-tuning BERT: Misconceptions, Explanations, and Strong Baselines
Ernie Text Classification Pytorch 45 ⭐
This repo contains a PyTorch implementation of a pretrained ERNIE model for text classification.
Bert Qna Squad_2.0_finetuned_model 46 ⭐
BERT which stands for Bidirectional Encoder Representations from Transformations is the SOTA in Transfer Learning in NLP.
Bert Sentence Similarity Pytorch 41 ⭐
This repo contains a PyTorch implementation of a pretrained BERT model for sentence similarity task.
Dialogentailment 41 ⭐
The implementation of the paper "Evaluating Coherence in Dialogue Systems using Entailment"
Jsybrandt Agatha 41 ⭐
AGATHA: Automatic Graph-mining And Transformer based Hypothesis generation Approach
Gender Unbiased_bert Based_pronoun_resolution 41 ⭐
Source code for the ACL workshop paper and Kaggle competition by Google AI team
Bert Ccpoem 43 ⭐
BERT-CCPoem is an BERT-based pre-trained model particularly for Chinese classical poetry
Codar 43 ⭐
✅ CODAR is a Framework built using PyTorch to analyze post (Text+Media) and predict Cyber Bullying and offensive content. 💬📷
Bert In Production 39 ⭐
A collection of resources on using BERT (https://arxiv.org/abs/1810.04805 ) and related Language Models in production environments.
Rasa_milktea_chatbot 37 ⭐
Chatbot with bert model, base on rasa framework（中文聊天机器人，结合bert意图分析，基于rasa框架）
Java Bert Predict 31 ⭐
turn bert pretrain checkpoint into saved model for a feature extracting demo in java
Knowledge Graph Nlp In Action 34 ⭐
从模型训练到部署，实战知识图谱(Knowledge Graph)&自然语言处理(NLP)。涉及 Tensorflow, Bert+Bi-LSTM+CRF,Neo4j等 涵盖 Named Entity Recognition,Text Classify,Information Extraction,Relation Extraction 等任务。
Korquad Beginner 29 ⭐
Guide KorQuAD upload to leaderboard (EM 68.947 / F1 88.468) model which only use BERT-multilingual(single)
Bert Classification Tf Serving 30 ⭐
Use BERT to train a classification model and deploy the model by tensorflow serving
Label Studio Transformers 32 ⭐
Label data using HuggingFace's transformers and automatically get a prediction service
Bert Elixir 27 ⭐
Korquad 27 ⭐
KorQuAD (Korean Question Answering Dataset) submission guide using PyTorch pretrained BERT
Multi Label Text Classification For Chinese 25 ⭐
pytorch implementation of multi-label text classification, includes kinds of models and pretrained. Especially for Chinese preprocessing.
Mongolian Text Classification 26 ⭐
Cyrillic Mongolian text classification with tensorflow 2, and also some fine-tuning on TugsTugi's Mongolian BERT model and other NLP experiments are included.
Bert_in_a_flask 25 ⭐
A dockerized flask API, serving ALBERT and BERT predictions using TensorFlow 2.0.
Sa Bert 27 ⭐
CIKM 2020: Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots
Bert Tickets 52 ⭐
[NeurIPS 2020] "The Lottery Ticket Hypothesis for Pre-trained BERT Networks", Tianlong Chen, Jonathan Frankle, Shiyu Chang, Sijia Liu, Yang Zhang, Zhangyang Wang, Michael Carbin
Aispace 24 ⭐
AiSpace: Better practices for deep learning model development and deployment For Tensorflow 2.0
Albert Persian 27 ⭐
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations for the Persian Language
Textgo 22 ⭐
Text preprocessing, representation, similarity calculation, text search and classification. Let's go and play with text!
Seriousran Bert Embedding 23 ⭐
A simple wrapper class for extracting features(embedding) and comparing them using BERT in TensorFlow
Yya518 Finbert 31 ⭐
A Pretrained BERT Model for Financial Communications. https://arxiv.org/abs/2006.08097
Knowledgedistillation 27 ⭐
Knowledge distillation in text classification with pytorch. 知识蒸馏，中文文本分类，教师模型BERT、XLNET，学生模型biLSTM。
Classifier_multi_label_textcnn 47 ⭐
Deploy Bert For Sentiment Analysis With FastAPI 31 ⭐
Deploy BERT for Sentiment Analysis as REST API using FastAPI, Transformers by Hugging Face and PyTorch
Bert Tensorflow Pytorch Spacy Conversion 22 ⭐
Instructions for how to convert a BERT Tensorflow model to work with HuggingFace's pytorch-transformers, and spaCy. This walk-through uses DeepPavlov's RuBERT as example.
French Sentiment Analysis With Bert 20 ⭐
How good is BERT ? Comparing BERT to other state-of-the-art approaches on a French sentiment analysis dataset
Summary Reward No Reference 20 ⭐
A reference-free metric for measuring summary quality, learned from human ratings.
Gmftbygmftby Opendialog 30 ⭐
An Open-Source Package for Chinese Open-domain Conversational Chatbot (中文闲聊对话系统，一键部署微信闲聊机器人)
Deepchecker 24 ⭐
This is a deep learning based library for handling Turkish clitics such as da, de, ki and mi.
Pico_parser 20 ⭐
A clinical BERT-based NLP tool for parsing clinical trial abstracts following the PICO framework
Writing With Bert 19 ⭐
Using BERT for doing the task of Conditional Natural Language Generation by fine-tuning pre-trained BERT on custom dataset.
Drfaq 21 ⭐
Question Answering NLP Chatbot for Text Document Corpora, built using spaCy, huggingface’s BERT language model, ElasticSearch, Telegram Bot API, and hosted on Heroku.
Fake News Detection 17 ⭐
Fake news detector based on the content and users associated with it using BERT and Graph Attention Networks (GAT).
Deep_dynamic_contextualized_word_representation 16 ⭐
TensorFlow code and pre-trained models for A Dynamic Word Representation Model Based on Deep Context. It combines the idea of BERT model and ELMo's deep context word representation.
Covid 19 Bert Researchpapers Semantic Search 17 ⭐
BERT semantic search engine for searching literature research papers for coronavirus covid-19 in google colab
Transformers Ner 19 ⭐
Experiment on NER task using Huggingface state-of-the-art Transformers Natural Language Models library
Longxingtan Text Classification 15 ⭐
A collection of text classification algorithms in tensorflow: cnn, rnn, attention, bert, capsule, clstm, rcnn
Bert Coref Resolution Lee 15 ⭐
Coreference Model Experimentation (Tensorflow and Pytorch) : Mainly Using transfer learning and Transformer Model BERT
Language Model Pretraining For Text Generation 14 ⭐
LM pretraining for generation, reading list, resources, conference mappings.
Cord19 Biomed Event Extraction 19 ⭐
Code for the paper Biomedical Event Extraction with Hierarchical Knowledge Graphs
Semantic Document Relations 17 ⭐
Implementation, trained models and result data for the paper "Pairwise Multi-Class Document Classification for Semantic Relations between Wikipedia Articles"
Multilabel Classification Bert Icd10 15 ⭐
ICD-10 codes classification with BERT and other models for CLEF eHealth Task 1 (CLEF 2019).
Codenets 16 ⭐
My own playground for PLP (Programming Language Processing) using DeepLearning techniques
Consistency 13 ⭐
Implementation of models in our EMNLP 2019 paper: A Logic-Driven Framework for Consistency of Neural Models
Protonet Bert Text Classification 13 ⭐
finetune bert for small dataset text classification in a few-shot learning manner using ProtoNet
Covid Q 14 ⭐
COVID-19 Question Dataset from the paper "What Are People Asking About COVID-19? A Question Classification Dataset"
Bert Attribute Value Extract 15 ⭐
A Pytorch implementation of "Scaling Up Open Tagging from Tens to Thousands: Comprehension Empowered Attribute Value Extraction from Product Title" (ACL 2019).
Hosein M Sentimentanalysis 13 ⭐
(BOW, TF-IDF, Word2Vec, BERT) Word Embeddings + (SVM, Naive Bayes, Decision Tree, Random Forest) Base Classifiers + Pre-trained BERT on Tensorflow Hub + 1-D CNN and Bi-Directional LSTM on IMDB Movie Reviews Dataset
Beyonderxx Tensorflow Serving Tutorial 14 ⭐
A tutorial of building tensorflow serving service from scratch
Text2class 12 ⭐
Multi-class text categorization using state-of-the-art pre-trained contextualized language models, e.g. BERT
Bert Movie Reviews Sentiment Classifier 12 ⭐
Build a Movie Reviews Sentiment Classifier with Google's BERT Language Model
Bert As A Library 11 ⭐
Bert as a Library is a Tensorflow library for quick and easy training and finetuning of models based on Bert
Classifier_multi_label 22 ⭐
Distilbert Squad 12 ⭐
DistilBERT Question Answering model using SQuAD served with Flask, deployed on Google Cloud Run
Bert Disaster Classification Capsule Routing 10 ⭐
Exploration of BERT-BiLSTM models with Layer Aggregation (attention-based and capsule-routing-based) and Hidden-State Aggregation (attention-based and capsule-routing-based).
Nlpodyssey Spago 714 ⭐
spaGO is a beautiful and maintainable machine learning library written in Go designed to support relevant neural network architectures in natural language processing tasks
Indonlu 102 ⭐
The first-ever vast natural language processing benchmark for Indonesian Language. We provide multiple downstream tasks, pre-trained models, and a starter code! (AACL-IJCNLP 2020)
Easytransfer 80 ⭐
EasyTransfer is designed to make the development of transfer learning in NLP applications easier.
Happy Transformer 60 ⭐
An API built on top of Hugging Face's transformer library that makes it easy to utilize state-of-the-art NLP models
Macbert 53 ⭐
Revisiting Pre-trained Models for Chinese Natural Language Processing (Findings of EMNLP)
Dialogue Understanding 53 ⭐
This repository contains PyTorch implementation for the baseline models from the paper Utterance-level Dialogue Understanding: An Empirical Study
Sentiment_analysis_albert 16 ⭐
sentiment analysis、文本分类、ALBERT、TextCNN、classification、tensorflow、BERT、CNN、text classification
Semantic Sh 11 ⭐
semantic-sh is a SimHash implementation to detect and group similar texts by taking power of word vectors and transformer-based language models (BERT).
Textgenerationevaluationmetrics 10 ⭐
Jointly Measuring Diversity and Quality in Text Generation Models
Amazon Fine Food Reviews 10 ⭐
Determine the polarity of amazon fine food reviews using ULMFiT, BERT, XLNet and RoBERTa
Abstractive Summarization Of Meetings 10 ⭐
The source code for my bachelor's thesis "Abstractive Summarization of Meetings"
Transformersum 24 ⭐
Models to perform neural summarization (extractive and abstractive) using machine learning transformers and a tool to convert abstractive summarization datasets to the extractive task.
bad-slug 61 ⭐
Computing similarity of two sentences with google's BERT algorithm。利用Bert计算句子相似度。语义相似度计算。
bad-slug 12 ⭐
Multi^2OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERT (Findings of ACL: EMNLP 2020)
bad-slug 11 ⭐
Pytorch implementation for paper 'BANNER: A Cost-Sensitive Contextualized Model for Bangla Named Entity Recognition'