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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.

Multilangstructurekd ⭐ 64

[ACL 2020] Structure-Level Knowledge Distillation For Multilingual Sequence Labeling

Roberta Wwm Base Distill ⭐ 64

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

TaCL: Improving BERT Pre-training with Token-aware Contrastive Learning (NAACL 2022)

Limu Bert Public ⭐ 63

A lite BERT-like representation model for IMU sensor data

code and data to faciliate BERT/ELECTRA for document ranking. Details refer to the paper - PARADE: Passage Representation Aggregation for Document Reranking.

Hpsg Neural Parser ⭐ 62

Source code for "Head-Driven Phrase Structure Grammar Parsing on Penn Treebank" published at ACL 2019

Pytorch_bert_elmo_example ⭐ 62

A text classification example with Bert/ELMo/GloVe in pytorch

Dialogentailment ⭐ 62

The implementation of the paper "Evaluating Coherence in Dialogue Systems using Entailment"

Syntaxdot ⭐ 62

Neural syntax annotator, supporting sequence labeling, lemmatization, and dependency parsing.

Bert_nli ⭐ 61

A Natural Language Inference (NLI) model based on Transformers (BERT and ALBERT)

Polish Roberta ⭐ 61

RoBERTa models for Polish

pretrained BERT model for cyber security text, learned CyberSecurity Knowledge

Llm Powerhouse A Curated Guide For Large Language Models With Custom Training And Inferencing ⭐ 61

LLM-PowerHouse: Unleash LLMs' potential through curated tutorials, best practices, and ready-to-use code for custom training and inferencing.

Transformers Keras ⭐ 61

Transformer-based models implemented in tensorflow 2.x(using keras).

Comparatively Finetuning Bert ⭐ 61

Comparatively fine-tuning pretrained BERT models on downstream, text classification tasks with different architectural configurations in PyTorch.

Oag Bert ⭐ 61

A heterogeneous entity-augmented academic language model based on Open Academic Graph (OAG)

De Limit ⭐ 61

DeEpLearning models for MultIlingual haTespeech (DELIMIT): Benchmarking multilingual models across 9 languages and 16 datasets.

Clue_pytorch ⭐ 61

CLUE baseline pytorch CLUE的pytorch版本基线

Vietnamese Electra ⭐ 59

Electra pre-trained model using Vietnamese corpus

Vectorsinsearch ⭐ 59

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

[KDD'22] Learned Token Pruning for Transformers

Stock Prediction ⭐ 57

Technical and sentiment analysis to predict the stock market with machine learning models based on historical time series data and news article sentiment collected using APIs and web scraping.

BERT, LDA, and TFIDF based keyword extraction in Python

SImple SenTence EmbeddeR

Weakly supervised medical named entity classification

Semantic Text Similarity ⭐ 56

an easy-to-use interface to fine-tuned BERT models for computing semantic similarity in clinical and web text. that's it.

Hashformers ⭐ 56

Hashformers is a framework for hashtag segmentation with Transformers and Large Language Models (LLMs).

Mirror Bert ⭐ 56

[EMNLP 2021] Mirror-BERT: Converting Pretrained Language Models to universal text encoders without labels.

Anna_anki_neuronal_appendix ⭐ 56

Using machine learning on your anki collection to enhance the scheduling via semantic clustering and semantic similarity

Robo Vln ⭐ 56

Pytorch code for ICRA'21 paper: "Hierarchical Cross-Modal Agent for Robotics Vision-and-Language Navigation"

Bangla Bert ⭐ 56

Bangla-Bert is a pretrained bert model for Bengali language

✅ CODAR is a Framework built using PyTorch to analyze post (Text+Media) and predict Cyber Bullying and offensive content. 💬📷

Bertalign ⭐ 56

Multilingual sentence alignment using sentence embeddings

Social Berterfly ⭐ 55

Finding your MBTI personality type based on your Twitter activity using BERT

Romanian Transformers ⭐ 55

This repo is the home of Romanian Transformers.

Emnlp 2023 Papers ⭐ 54

EMNLP 2023 Papers: Explore cutting-edge research from EMNLP 2023, the premier conference for advancing empirical methods in natural language processing. Stay updated on the latest in machine learning, deep learning, and natural language processing with code included. ⭐ support NLP!

Code for WECHSEL: Effective initialization of subword embeddings for cross-lingual transfer of monolingual language models.

A Rasa NLU component library

Jointidsf ⭐ 53

BERT-based joint intent detection and slot filling with intent-slot attention mechanism (INTERSPEECH 2021)

Awesome Llm ⭐ 53

Awesome series for Large Language Model(LLM)s

Korpatbert ⭐ 52

특허분야 특화된 한국어 AI언어모델 KorPatBERT

Diac2019 Adversarial Attack Share ⭐ 52

DIAC2019基于Adversarial Attack的问题等价性判别比赛

Document level Attitude and Relation Extraction toolkit (AREkit) for sampling and prompting mass-media news into datasets for ML-model training

Wsdm Adhoc Document Retrieval ⭐ 51

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_ocr.pytorch ⭐ 51

Unofficial PyTorch implementation of 2D Attentional Irregular Scene Text Recognizer

Supervised Product Matching ⭐ 51

⚖️ Neural network for product matching, aka classifying whether two product titles represent the same entity

The official PyTorch implementation of "Pathfinder Discovery Networks for Neural Message Passing" (WebConf '21)

Xpersona ⭐ 51

XPersona: Evaluating Multilingual Personalized Chatbot

AGATHA: Automatic Graph-mining And Transformer based Hypothesis generation Approach

Attention Viz ⭐ 49

Visualizing query-key interactions in language + vision transformers

UBC ARBERT and MARBERT Deep Bidirectional Transformers for Arabic

Cool Nlpcv ⭐ 48

Some Cool NLP and CV Repositories and Solutions （收集NLP中常见任务的开源解决方案、数据集、工具、学习资料等）

Glue Bert4keras ⭐ 47

基于bert4keras的GLUE基准代码

Zeroshot_topics ⭐ 47

Topic Inference with Zeroshot models

Tensorflow Bert Seq2seq Dream Decoder ⭐ 47

tensorflow+bert+seq2seq 周公解梦。AI遇上玄学，说出你的梦境(dream)，模型自动解析decode梦境的征兆。类似聊天机器

Keras_bert_classification ⭐ 47

Bert-classification and bert-dssm implementation with keras.

Multi2oie ⭐ 47

Multi^2OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERT (Findings of ACL: EMNLP 2020)

Kitanaqa ⭐ 47

KitanaQA: Adversarial training and data augmentation for neural question-answering models

Wsdm Cup 2019 ⭐ 46

[ACM-WSDM] 3rd place solution at WSDM Cup 2019, Fake News Classification on Kaggle.

Rust Erl Ext ⭐ 46

Erlang external term format codec for Rust language.

CIKM 2020: Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots

Nlp_notebooks ⭐ 46

Tensorflow, Pytorch, Huggingface Transformer, Fastai, etc. tutorial Colab Notebooks.

Icd Bert ⭐ 45

ICD-BERT: Multi-label Classification of ICD-10 Codes with BERT (CLEF 2019)

Asamiasami ⭐ 45

State-Of-The-Art & ready to use mini NLP models for Indian Languages

Neural Punctuator ⭐ 45

Complimentary code for our paper Automatic punctuation restoration with BERT models

Cross Lingual Mrc ⭐ 45

Cross-Lingual Machine Reading Comprehension (EMNLP 2019)

Transformer Srl ⭐ 45

Reimplementation of a BERT based model (Shi et al, 2019), currently the state-of-the-art for English SRL. This model implements also predicate disambiguation.

Bert4eth ⭐ 45

BERT4ETH: A Pre-trained Transformer for Ethereum Fraud Detection (WWW23)

Cybertron ⭐ 44

mindspore implementation of transformers

Bert Toxicity Classification ⭐ 44

bert on Jigsaw Unintended Bias in Toxicity Classification

Colbert Using Bert Sentence Embedding For Humor Detection ⭐ 44

Novel model and dataset for the task of humor detection

Turkish Bert Nlp Pipeline ⭐ 44

Bert-base NLP pipeline for Turkish, Ner, Sentiment Analysis, Question Answering etc.

Bert Distillation ⭐ 44

Distillation of BERT model with catalyst framework

Text_bert_cnn ⭐ 44

在bert模型的pre_training基础上进行text_cnn文本分类

Videberta ⭐ 44

ViDeBERTa: A powerful pre-trained language model for Vietnamese, EACL 2023

高性能小模型测评 Shared Tasks in NLPCC 2020. Task 1 - Light Pre-Training Chinese Language Model for NLP Task

Bert_tokenization_for_java ⭐ 43

This is a java version of Chinese tokenization descried in BERT.

Dl_notebooks ⭐ 42

This repo contains all the notebooks mentioned in blog.

基于tensorflow1.x的预训练模型调用，支持单机多卡、梯度累积，XLA加速，混合精度。可灵活

Bert As A Service_tfx ⭐ 42

End-to-end pipeline with TFX to train and deploy a BERT model for sentiment analysis.

Gender Unbiased_bert Based_pronoun_resolution ⭐ 41

Source code for the ACL workshop paper and Kaggle competition by Google AI team

Ernie Text Classification Pytorch ⭐ 41

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

Opentextclassification ⭐ 41

OpenTextClassification is all you need for text classification! Open text classification for everyone, enjoy your NLP journey! 这可能是目前为止最全面的开源文本分类项目，支持中英双语、多种模型、多种任务。

Rbertviz ⭐ 40

Visualization tools to use with RBERT

Transformers Data Augmentation ⭐ 40

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

Iclassifier ⭐ 40

reference pytorch code for intent classification

Buzzwords ⭐ 40

GPU-Powered Topic Modelling

Emotion recognition in conversation

Uda_pytorch ⭐ 40

UDA(Unsupervised Data Augmentation) implemented by pytorch

The source codes for ACL 2021 paper 'BoB: BERT Over BERT for Training Persona-based Dialogue Models from Limited Personalized Data'

The official implementation of "Distilling Relation Embeddings from Pre-trained Language Models, EMNLP 2021 main conference", a high-quality relation embedding based on language models.

[ICML'21] I-BERT: Integer-only BERT Quantization

Mobileqa ⭐ 39

离线端阅读理解应用 QA for mobile, Android & iPhone

Sigir2021_conure ⭐ 39

One Person, One Model, One World: Learning Continual User Representation without Forgetting

Hanbert Transformers ⭐ 39

HanBert on 🤗 Huggingface Transformers 🤗

Finbert Qa ⭐ 39

Financial Domain Question Answering with pre-trained BERT Language Model

Ratransformers ⭐ 38

RATransformers 🐭- Make your transformer (like BERT, RoBERTa, GPT-2 and T5) Relation Aware!

[EMNLP 2022] This is the code repo for our EMNLP‘22 paper "COCO-DR: Combating Distribution Shifts in Zero-Shot Dense Retrieval with Contrastive and Distributionally Robust Learning".

Bert Qna Squad_2.0_finetuned_model ⭐ 38

BERT which stands for Bidirectional Encoder Representations from Transformations is the SOTA in Transfer Learning in NLP.

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