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Entity_extractor_by_pointer ⭐ 119

使用torch整合两种经典的指针NER抽取范式，分别是SpanBert和苏神的GlobalPoint

Bert Sklearn ⭐ 119

a sklearn wrapper for Google's BERT model

Awesome Llm Large Language Models Notes ⭐ 119

What can I do with a LLM model?

Sapbert ⭐ 117

[NAACL'21 & ACL'21] SapBERT: Self-alignment pretraining for BERT & XL-BEL: Cross-Lingual Biomedical Entity Linking.

Transformersdataaugmentation ⭐ 115

Code associated with the "Data Augmentation using Pre-trained Transformer Models" paper

BOND: BERT-Assisted Open-Domain Name Entity Recognition with Distant Supervision

LERT: A Linguistically-motivated Pre-trained Language Model（语言学信息增强的预训练模型LERT）

Electra ⭐ 112

中文预训练 ELECTRA 模型: 基于对抗学习 pretrain Chinese Model

We leverage 14 datasets as OOD test data and conduct evaluations on 8 NLU tasks over 21 popularly used models. Our findings confirm that the OOD accuracy in NLP tasks needs to be paid more attention to since the significant performance decay compared to ID accuracy has been found in all settings.

A comparison tool of Japanese tokenizers

Deepner ⭐ 110

An Easy-to-use, Modular and Prolongable package of deep-learning based Named Entity Recognition Models.

基于 Tensorflow，仿 Scikit-Learn 设计的深度学习自然语言处理框架。支持 40 余种模型类，涵盖语言模型、文本分类、NER、MRC、知识蒸馏等各个领域

Multi Label_classification ⭐ 108

transform multi-label classification as sentence pair task, with more training data and information

Opendialog ⭐ 107

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)

Text Classification Demos ⭐ 106

Neural models for Text Classification in Tensorflow, such as cnn, dpcnn, fasttext, bert ...

Bertqa Attention On Steroids ⭐ 105

BertQA - Attention on Steroids

Atpapers ⭐ 105

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

Prosody ⭐ 104

Helsinki Prosody Corpus and A System for Predicting Prosodic Prominence from Text

Etagger ⭐ 103

reference tensorflow code for named entity tagging

Bert Keyphrase Extraction ⭐ 102

Keyphrase Extraction based on Scientific Text, Semeval 2017, Task 10

Minirbt ⭐ 102

MiniRBT (中文小型预训练模型系列)

Finbert ⭐ 101

BERT for Finance : UC Berkeley MIDS w266 Final Project

Transformers Ru ⭐ 101

A list of pretrained Transformer models for the Russian language.

Torchblocks ⭐ 99

A PyTorch-based toolkit for natural language processing

Eeg To Text ⭐ 99

code for AAAI2022 paper "Open Vocabulary Electroencephalography-To-Text Decoding and Zero-shot Sentiment Classification"

Cail2019_track2 ⭐ 98

中国法研杯CAIL2019要素抽取任务第三名方案分享

Ontoprotein ⭐ 98

Code and datasets for the ICLR2022 paper "OntoProtein: Protein Pretraining With Gene Ontology Embedding"

Transfomers Silicon Research ⭐ 97

Research and Materials on Hardware implementation of Transformer Model

Cemotion ⭐ 96

基于 BERT 的中文情感倾向分析库，用于中文文本分类、中文情感分析

Crosslingualcontextualemb ⭐ 96

Cross-Lingual Alignment of Contextual Word Embeddings

Wisdomify ⭐ 95

A BERT-based reverse dictionary of Korean proverbs

Condenser ⭐ 95

EMNLP 2021 - Pre-training architectures for dense retrieval

Meta Learning Bert ⭐ 94

Meta learning with BERT as a learner

Bert Tickets ⭐ 94

[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

This is the implementation of the paper AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning (https://arxiv.org/abs/2205.12410).

Pytorch implementation of R-BERT: "Enriching Pre-trained Language Model with Entity Information for Relation Classification"

Bert Dureader ⭐ 93

使用BERT解决lic2019机器阅读理解

Kddcup2022 Wpf ⭐ 93

3rd Place Solution of KDD Cup 2022-Spatial Dynamic Wind Power Forecasting

Toolkit4nlp ⭐ 92

Amazon Weak Ner Needle ⭐ 92

Named Entity Recognition with Small Strongly Labeled and Large Weakly Labeled Data

Code Bert Score ⭐ 91

CodeBERTScore: an automatic metric for code generation, based on BERTScore

A PyTorch implementation of a BiLSTM \ BERT \ Roberta (+ BiLSTM + CRF) model for Chinese Word Segmentation (中文分词) .

Cmrc2019 ⭐ 90

A Sentence Cloze Dataset for Chinese Machine Reading Comprehension (CMRC 2019)

Recurrent Vln Bert ⭐ 90

Code of the CVPR 2021 Oral paper: A Recurrent Vision-and-Language BERT for Navigation

Bert Ccpoem ⭐ 89

BERT-CCPoem is an BERT-based pre-trained model particularly for Chinese classical poetry

🌈 NERpy: Implementation of Named Entity Recognition using Python. 命名实体识别工具，支持BertSoftmax、BertSpan等模型，开箱即用。

Scientificsummarizationdatasets ⭐ 88

Datasets I have created for scientific summarization, and a trained BertSum model

Rasa_milktea_chatbot ⭐ 88

Chatbot with bert chinese model, base on rasa framework（中文聊天机器人，结合bert意图分析，基于rasa框架）

Bert Relation Classification ⭐ 88

A pytorch implementation of BERT-based relation classification

Re Context Or Names ⭐ 88

Bert-based models(BERT, MTB, CP) for relation extraction.

Rust Sbert ⭐ 87

Rust port of sentence-transformers (https://github.com/UKPLab/sentence-transformers)

Bert Vietnamese Question Answering ⭐ 87

Vietnamese question answering system with BERT

Language Modelling Makes Sense - WSD (and more) with Contextual Embeddings

Toeicbert ⭐ 86

TOEIC(Test of English for International Communication) solving using pytorch-pretrained-BERT model.

Daguan_2019_rank9 ⭐ 85

达观信息提取比赛第九名代码

Optimum Habana ⭐ 83

Easy and lightning fast training of 🤗 Transformers on Habana Gaudi processor (HPU)

Epidemictextmatch ⭐ 83

天池大赛疫情文本挑战赛线上第三名方案分享

Spacy Sentence Bert ⭐ 83

Sentence transformers models for SpaCy

Pkd For Bert Model Compression ⭐ 82

pytorch implementation for Patient Knowledge Distillation for BERT Model Compression

Dialogue Understanding ⭐ 82

This repository contains PyTorch implementation for the baseline models from the paper Utterance-level Dialogue Understanding: An Empirical Study

classy is a simple-to-use library for building high-performance Machine Learning models in NLP.

Are 16 Heads Really Better Than 1 ⭐ 81

Code for the paper "Are Sixteen Heads Really Better than One?"

Infobert ⭐ 81

[ICLR 2021] "InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective" by Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu

Sadedegel ⭐ 81

A General Purpose NLP library for Turkish

Punctuation Restoration ⭐ 80

Punctuation Restoration using Transformer Models for High-and Low-Resource Languages

Lamb_optimizer_tf ⭐ 80

LAMB Optimizer for Large Batch Training (TensorFlow version)

Bert Event Extraction ⭐ 80

Pytorch Solution of Event Extraction Task using BERT on ACE 2005 corpus

Arabic Bert ⭐ 80

Arabic edition of BERT pretrained language models

Marathinlp ⭐ 80

Marathi NLP - is a repository dedicated to development of tools and resources for Marathi language.

reference pytorch code for named entity tagging

Bertclassifier ⭐ 80

基于PyTorch的BERT中文文本分类模型（BERT Chinese text classification model implemented by PyTorch）

Textclassify_with_bert ⭐ 78

使用BERT模型做文本分类；面向工业用途

Dialog Nlu ⭐ 78

Tensorflow and Keras implementation of the state of the art researches in Dialog System NLU

Harley_the_bot ⭐ 77

A bert powered bot help you identify users.

Bert For Chinese Question Answering ⭐ 77

[CVPR 2022] Show Me What and Tell Me How: Video Synthesis via Multimodal Conditioning

Bert Squeeze ⭐ 77

🛠️ Tools for Transformers compression using PyTorch Lightning ⚡

Text Summarization ⭐ 76

Abstractive and Extractive Text summarization using Transformers.

Tf Transformers ⭐ 76

State of the art faster Transformer with Tensorflow 2.0 ( NLP, Computer Vision, Audio ).

Bert_experimental ⭐ 74

code and supplementary materials for a series of Medium articles about the BERT model

Greek Bert ⭐ 74

A Greek edition of BERT pre-trained language model

Electra_pytorch ⭐ 73

ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators

A training and inference framework for open ner and re models! 信息抽取模型的统一训练和推理框架，包含丰富的开源SOTA模型

Odqa_baseline_code ⭐ 71

Baseline code for Korean open domain question answering(ODQA)

Bias Monitor ⭐ 71

A Chrome Extension that promotes politically diverse news reading with Artificial Intelligence!

Easy Bert ⭐ 71

A Dead Simple BERT API for Python and Java (https://github.com/google-research/bert)

Use BERT to Fill in the Blanks

Msg_reply ⭐ 69

a simple message reply suggestion system

Anonymisation ⭐ 68

Anonymization of legal cases (Fr) based on Flair embeddings

Bert Chinese Text Classification Pytorch ⭐ 68

This repo contains a PyTorch implementation of a pretrained BERT model for text classification.

This project is the official implementation of our accepted ICLR 2022 paper BiBERT: Accurate Fully Binarized BERT.

Nlpdataaugmentation ⭐ 67

Chinese NLP Data Augmentation， BERT Contextual Augmentation

Code for the NAACL2022 paper "Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction"

Ko Sentence Transformers ⭐ 66

한국어 사전학습 모델을 활용한 문장 임베딩

Iterater ⭐ 66

Official implementation of the paper "IteraTeR: Understanding Iterative Revision from Human-Written Text" (ACL 2022)

Multiheadjointentityrelationextraction_simple ⭐ 65

实体关系抽取，使用了百度比赛的数据集。使用pytorch实现MultiHeadJointEntity

Turkish Reading Comprehension Question Answering Dataset ⭐ 65

Turkish-Reading-Comprehension-Question-Answering-D

Roberta Wwm Base Distill ⭐ 64

this is roberta wwm base distilled model which was distilled from roberta wwm by roberta wwm large

Kdd Multimodalities Recall ⭐ 64

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.

Embedding_study ⭐ 64

中文预训练模型生成字向量学习，测试BERT，ELMO的中文效果

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