Update README.md

README.md

@@ -16,7 +16,7 @@ With `transformers<4.37.0`, you will encounter the following error:
     KeyError: 'qwen2'
 
 ## Quickstart
-```
+
     from transformers import AutoModelForCausalLM, AutoTokenizer
     from transformers import StoppingCriteria, StoppingCriteriaList
     import re
@@ -76,7 +76,7 @@ With `transformers<4.37.0`, you will encounter the following error:
     response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0].strip()
     match = re.search(r"<extract>(.*?)</extract>", response, re.DOTALL)
     evidence = match.group(1).strip()
-```
+
 ## Performance
 Main results.
 ![main](./img/main_results.jpg)
@@ -85,7 +85,7 @@ Main results.
 ## Citation
 
 If you find our work helpful, feel free to give us a cite.
-```
+
     @misc{EviOmni,
           title={Learning to Extract Rational Evidence via Reinforcement Learning for Retrieval-Augmented Generation}, 
           author={Xinping Zhao and Shouzheng Huang and Yan Zhong and Xinshuo Hu and Meishan Zhang and Baotian Hu and Min Zhang},
@@ -95,4 +95,3 @@ If you find our work helpful, feel free to give us a cite.
           primaryClass={cs.CL},
           url={https://arxiv.org/abs/2507.15586}, 
     }
-```