Bootstrapped Unsupervised Sentence Representation Learning (ACL 2021)

Last update: Jul 22, 2022

Overview

Install first

pip3 install -e .

Training

python3 training/unsupervised_tuning.py
python3 training/supervised_tuning.py
python3 training/multilingual_tuning.py

The multilingual NLI corpus can be downloaded from here (https://drive.google.com/file/d/19O2NArJz_RlVNNGRbBnnWxNMW-7HaFZ8/view?usp=sharing)

Acknowledgements

Codes are adapted from the repos of the EMNLP19 paper Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Owner

yanzhang_nlp

GitHub Repository

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Bootstrapped Unsupervised Sentence Representation Learning (ACL 2021)

Related tags

Overview

Install first

Training

Acknowledgements

Owner

yanzhang_nlp

Code for "Finding Regions of Heterogeneity in Decision-Making via Expected Conditional Covariance" at NeurIPS 2021

CLNTM - Contrastive Learning for Neural Topic Model

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Bootstrapped Unsupervised Sentence Representation Learning (ACL 2021)

Related tags

Overview

Install first

Training

Acknowledgements

Owner

yanzhang_nlp

Code for "Finding Regions of Heterogeneity in Decision-Making via Expected Conditional Covariance" at NeurIPS 2021

CLNTM - Contrastive Learning for Neural Topic Model

We will release the code of "ConTNet: Why not use convolution and transformer at the same time?" in this repo

A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)

VID-Fusion: Robust Visual-Inertial-Dynamics Odometry for Accurate External Force Estimation

This code is an implementation for Singing TTS.

Working demo of the Multi-class and Anomaly classification model using the CLIP feature space

Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting

The Pytorch implementation for "Video-Text Pre-training with Learned Regions"

Unified Pre-training for Self-Supervised Learning and Supervised Learning for ASR

A lane detection integrated Real-time Instance Segmentation based on YOLACT (You Only Look At CoefficienTs)

code for paper "Not All Unlabeled Data are Equal: Learning to Weight Data in Semi-supervised Learning" by Zhongzheng Ren*, Raymond A. Yeh*, Alexander G. Schwing.

Official implementation of VQ-Diffusion

An ever-growing playground of notebooks showcasing CLIP's impressive zero-shot capabilities.

FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomics

Official Implementation of "LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks"

An implementation of Geoffrey Hinton's paper "How to represent part-whole hierarchies in a neural network" in Pytorch.

Pyramid Grafting Network for One-Stage High Resolution Saliency Detection. CVPR 2022

Unofficial pytorch implementation of 'Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization'

PyTorch implementation of MulMON

code for paper "Not All Unlabeled Data are Equal: Learning to Weight Data in Semi-supervised Learning" by Zhongzheng Ren, Raymond A. Yeh, Alexander G. Schwing.