Create README.md

README.md

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+---
+language: en
+
+tags:
+- sentence-embeddings
+- sentence-similarity
+
+### cambridgeltl/trans-encoder-bi-simcse-roberta-large
+An unsupervised sentence encoder (bi-encoder) proposed by [Liu et al. (2021)](https://arxiv.org/pdf/2109.13059.pdf). The model is trained with unlabelled sentence pairs sampled from STS2012-2016, STS-b, and SICK-R, using [roberta-large](https://huggingface.co/roberta-large) as the base model. Please use `[CLS]` (before pooler) as the representation of the input.
+
+### Citation
+```bibtex
+@article{liu2021trans,
+  title={Trans-Encoder: Unsupervised sentence-pair modelling through self-and mutual-distillations},
+  author={Liu, Fangyu and Jiao, Yunlong and Massiah, Jordan and Yilmaz, Emine and Havrylov, Serhii},
+  journal={arXiv preprint arXiv:2109.13059},
+  year={2021}
+}
+```