Update README.md

README.md

@@ -1,11 +1,12 @@
-**SpaceSciBERT**
+### SpaceSciBERT
 
 This is one of the 3 further pre-trained models from the SpaceTransformers family presented in [SpaceTransformers: Language Modeling for Space Systems](https://ieeexplore.ieee.org/document/9548078). The original Git repo is [strath-ace/smart-nlp](https://github.com/strath-ace/smart-nlp).
 
 The further pre-training corpus includes publications abstracts, books, and Wikipedia pages related to space systems. Corpus size is 14.3 GB. SpaceSciBERT was further pre-trained on this domain-specific corpus from [SciBERT-SciVocab (uncased)](https://huggingface.co/allenai/scibert_scivocab_uncased). In our paper, it is then fine-tuned for a Concept Recognition task.
 
-If using this model, please cite the following paper:
+### BibTeX entry and citation info
 
+```
 @ARTICLE{
 9548078,  
 author={Berquand, Audrey and Darm, Paul and Riccardi, Annalisa},  
@@ -16,4 +17,5 @@ volume={9},
 number={},  
 pages={133111-133122},  
 doi={10.1109/ACCESS.2021.3115659}
-}
+}
+```