Update README.md

README.md

@@ -9,5 +9,26 @@ tags:
 datasets:
 - UMLS
 
+[news] An cross-lingual extension of SapBERT will appear in the conference proceedings of ACL 2021!
+[news] SapBERT will appear in the conference proceedings of NAACL 2021!
+
 ### SapBERT-XLMR
 SapBERT [(Liu et al. 2020)](https://arxiv.org/pdf/2010.11784.pdf) trained with [UMLS](https://www.nlm.nih.gov/research/umls/licensedcontent/umlsknowledgesources.html) 2020AB, using [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) as the base model. Please use [CLS] as the representation of the input.
+
+### Citation
+
+```bibtex
+
+@article{liu2020self,
+
+  title={Self-alignment Pre-training for Biomedical Entity Representations},
+
+  author={Liu, Fangyu and Shareghi, Ehsan and Meng, Zaiqiao and Basaldella, Marco and Collier, Nigel},
+
+  journal={arXiv preprint arXiv:2010.11784},
+
+  year={2020}
+
+}
+
+```