Update README.md

README.md

@@ -6,7 +6,8 @@ tags:
 widget:
 - text: "Stocks rallied and the British pound [MASK]."
 ---
-#FLANG
+
+## FLANG
 FLANG is a set of large language models for Financial LANGuage tasks. These models use domain specific pre-training with preferential masking to build more robust representations for the domain. The models in the set are:\
 [FLANG-BERT](https://huggingface.co/SALT-NLP/FLANG-BERT)\
 [FLANG-SpanBERT](https://huggingface.co/SALT-NLP/FLANG-SpanBERT)\
@@ -14,12 +15,13 @@ FLANG is a set of large language models for Financial LANGuage tasks. These mode
 [FLANG-Roberta](https://huggingface.co/SALT-NLP/FLANG-Roberta)\
 [Flang-ELECTRA](https://huggingface.co/SALT-NLP/FLANG-ELECTRA)
 
-#FLANG-BERT
+## FLANG-BERT
 FLANG-BERT is a pre-trained language model which uses financial keywords and phrases for preferential masking of domain specific terms. It is built by further training the BERT language model in the finance domain with improved performance over previous models due to the use of domain knowledge and vocabulary.
 
-#Citation
+## Citation
 Please cite the model with the following citation:\
-@INPROCEEDINGS{shah-etal-2022-flang,\
+```bibtex
+@INPROCEEDINGS{shah-etal-2022-flang,
     author = {Shah, Raj Sanjay  and
       Chawla, Kunal and
       Eidnani, Dheeraj and
@@ -29,14 +31,15 @@ Please cite the model with the following citation:\
       Raman, Natraj and
       Smiley, Charese and
       Chen, Jiaao and
-      Yang, Diyi },\
-    title = {When FLUE Meets FLANG: Benchmarks and Large Pretrained Language Model for Financial Domain},\
-    booktitle = {Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP)},\
-    year = {2022},\
-    publisher = {Association for Computational Linguistics}\
+      Yang, Diyi },
+    title = {When FLUE Meets FLANG: Benchmarks and Large Pretrained Language Model for Financial Domain},
+    booktitle = {Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP)},
+    year = {2022},
+    publisher = {Association for Computational Linguistics}
 }
+```
 
-#Contact information
+## Contact information
 
 Please contact Raj Sanjay Shah (rajsanjayshah[at]gatech[dot]edu) or Sudheer Chava (schava6[at]gatech[dot]edu) or Diyi Yang (diyiy[at]stanford[dot]edu) about any FLANG-BERT related issues and questions.