update README

README.md

@@ -1,9 +1,9 @@
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 license: apache-2.0
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-# DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings
+# DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings 
 
-[![Version](https://img.shields.io/badge/Version-v0.1.0-blue?color=FF8000?color=009922)](https://img.shields.io/badge/Version-v0.1.0-blue) [![License: MIT](https://img.shields.io/badge/License-MIT-orange.svg)](https://opensource.org/licenses/MIT) [![Arxiv](https://img.shields.io/badge/arXiv-2204.10298-B21A1B)](https://arxiv.org/abs/2204.10298) [![Hugging Face Models](https://img.shields.io/badge/%F0%9F%A4%97-Models-yellow)](https://huggingface.co/voidism) [![Hugging Face Transformers](https://img.shields.io/badge/%F0%9F%A4%97-Transformers-pink?color=FF33CC)](https://github.com/huggingface/transformers) [![Tweet](https://img.shields.io/twitter/url/http/shields.io.svg?style=social)](https://twitter.com/YungSungChuang/status/1517518077902000129) [![GitHub Stars](https://img.shields.io/github/stars/voidism/DiffCSE?style=social)](https://github.com/voidism/DiffCSE/stargazers)
+[![GitHub Stars](https://img.shields.io/github/stars/voidism/DiffCSE?style=social)](https://github.com/voidism/DiffCSE/)
 
 [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/voidism/DiffCSE/blob/master/diffcse_evaluation.ipynb)
 
@@ -33,7 +33,6 @@ We propose DiffCSE, an unsupervised contrastive learning framework for learning
 ## Setups
 
 [![Python](https://img.shields.io/badge/python-3.9.5-blue?logo=python&logoColor=FED643)](https://www.python.org/downloads/release/python-395/)
-[![Pytorch](https://img.shields.io/badge/pytorch-1.7.1-red?logo=pytorch)](https://pytorch.org/get-started/previous-versions/)
 
 ### Requirements
 * Python 3.9.5