hsqmlzno1

DeepSpeed

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

bertviz

BertViz: Visualize Attention in NLP Models (BERT, GPT2, BART, etc.)

SimCSE

[EMNLP 2021] SimCSE: Simple Contrastive Learning of Sentence Embeddings https://arxiv.org/abs/2104.08821

conceptnet5

Code for building ConceptNet from raw data.

PyContrast

PyTorch implementation of Contrastive Learning methods

knowledge-distillation-pytorch

A PyTorch implementation for exploring deep and shallow knowledge distillation (KD) experiments with flexibility

awesome-semi-supervised-learning

😎 An up-to-date & curated list of awesome semi-supervised learning papers, methods & resources.

graph4nlp

Graph4nlp is the library for the easy use of Graph Neural Networks for NLP. Welcome to visit our DLG4NLP website (https://dlg4nlp.github.io/index.html) for various learning resources!

knowledge-graphs

A collection of research on knowledge graphs

LAMA

LAnguage Model Analysis

awesome-knowledge-graph

A curated list of Knowledge Graph related learning materials, databases, tools and other resources

fastText_multilingual

Multilingual word vectors in 78 languages

AutoPhrase

AutoPhrase: Automated Phrase Mining from Massive Text Corpora

K-BERT

Source code of K-BERT (AAAI2020)

KILT

Library for Knowledge Intensive Language Tasks

LM-BFF

[ACL 2021] LM-BFF: Better Few-shot Fine-tuning of Language Models https://arxiv.org/abs/2012.15723

luke

LUKE -- Language Understanding with Knowledge-based Embeddings

mrc-for-flat-nested-ner

Code for ACL 2020 paper `A Unified MRC Framework for Named Entity Recognition`

Teacher-free-Knowledge-Distillation

Knowledge Distillation: CVPR2020 Oral, Revisiting Knowledge Distillation via Label Smoothing Regularization

graph4nlp_literature

This repo is to provide a list of literature regarding Deep Learning on Graphs for NLP

templateNER

Source code for template-based NER

FewShotTagging

Code for ACL2020 paper: Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network

virtual-adversarial-training

Pytorch implementation of Virtual Adversarial Training

ConceptGraph

KDD 2021 paper "AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba "

uda_release

Unsupervised Domain Adaptation through Self-Supervision

ner4el

Repository for the paper "Named Entity Recognition for Entity Linking: What Works and What's Next" (EMNLP 2021).

LADA

Source codes for the paper "Local Additivity Based Data Augmentation for Semi-supervised NER"

k-plug

K-PLUG: Knowledge-injected Pre-trained Language Model for Natural Language Understanding and Generation in E-Commerce (Findings of EMNLP 2021)

gnn_cross_lingual

Implementation of ACL-2021 paper: Cross-lingual Text Classification with Heterogeneous Graph Neural Network.

MetaAdapter