Update README.md

README.md

@@ -2,7 +2,7 @@
 license: mit
 ---
 
-<span style="color:blue">**Note: please check [DeepKPG](https://github.com/uclanlp/DeepKPG#scibart) for using this model in huggingface, including setting up the newly trained tokenizer.**</span>.
+<span style="color:blue">**Note: please check [DeepKPG](https://github.com/uclanlp/DeepKPG#scibart) for using this model in huggingface, including setting up the newly trained tokenizer.**</span>
 
 Paper: [Pre-trained Language Models for Keyphrase Generation: A Thorough Empirical Study](https://arxiv.org/abs/2212.10233)
 
@@ -22,7 +22,7 @@ Paper: [Pre-trained Language Models for Keyphrase Generation: A Thorough Empiric
 Pre-training Corpus: [S2ORC (titles and abstracts)](https://github.com/allenai/s2orc)
 
 Pre-training Details:
-- **Pre-trained from scratch with science vocabulary**
+- Pre-trained **from scratch** with a science vocabulary
 - Batch size: 2048
 - Total steps: 250k
 - Learning rate: 3e-4