diff --git a/README.md b/README.md
index d77127c..079ac6b 100644
--- a/README.md
+++ b/README.md
@@ -412,6 +412,8 @@ We also welcome developers to join and contribute more features and models to th
 
 
 [xDiT: an Inference Engine for Diffusion Transformers (DiTs) with Massive Parallelism](https://arxiv.org/abs/2411.01738)
+
+```
 @misc{fang2024xditinferenceenginediffusion,
       title={xDiT: an Inference Engine for Diffusion Transformers (DiTs) with Massive Parallelism}, 
       author={Jiarui Fang and Jinzhe Pan and Xibo Sun and Aoyu Li and Jiannan Wang},
@@ -422,7 +424,11 @@ We also welcome developers to join and contribute more features and models to th
       url={https://arxiv.org/abs/2411.01738}, 
 }
 
+```
+
 [PipeFusion: Patch-level Pipeline Parallelism for Diffusion Transformers Inference](https://arxiv.org/abs/2405.14430)
+
+```
 @misc{fang2024pipefusionpatchlevelpipelineparallelism,
       title={PipeFusion: Patch-level Pipeline Parallelism for Diffusion Transformers Inference}, 
       author={Jiarui Fang and Jinzhe Pan and Jiannan Wang and Aoyu Li and Xibo Sun},
@@ -433,8 +439,12 @@ We also welcome developers to join and contribute more features and models to th
       url={https://arxiv.org/abs/2405.14430}, 
 }
 
+```
+
 [USP: A Unified Sequence Parallelism Approach for Long Context Generative AI](https://arxiv.org/abs/2405.07719)
 
+
+```
 @misc{fang2024uspunifiedsequenceparallelism,
       title={USP: A Unified Sequence Parallelism Approach for Long Context Generative AI}, 
       author={Jiarui Fang and Shangchun Zhao},
@@ -444,3 +454,5 @@ We also welcome developers to join and contribute more features and models to th
       primaryClass={cs.LG},
       url={https://arxiv.org/abs/2405.07719}, 
 }
+
+```