Update README.md

README.md

@@ -9,7 +9,7 @@ base_model:
 <div align="center">
   
 <div align="center" style="display: flex; justify-content: center; align-items: center;">
-  <img src="https://huggingface.co/stepfun-ai/Step-3.5-Flash/resolve/main/figures/stepfun.svg" width="25" style="margin-right: 10px;"/>
+  <img src="stepfun.svg" width="25" style="margin-right: 10px;"/>
   <h1 style="margin: 0; border-bottom: none;">Step-3.5-Flash</h1>
 </div>
 
@@ -38,7 +38,7 @@ base_model:
 
 Step 3.5 Flash delivers performance parity with leading closed-source systems while remaining open and efficient.
 
-![]
+![](step-bar-chart.png)
 
 Performance of Step 3.5 Flash measured across **Reasoning**, **Coding**, and **Agency**. Open-source models (left) are sorted by their total parameter count, while top-tier proprietary models are shown on the right. xbench-DeepSearch scores are sourced from [official publications](https://xbench.org/agi/aisearch) for consistency. The shadowed bars represent the enhanced performance of Step 3.5 Flash using [Parallel Thinking](https://arxiv.org/pdf/2601.05593).
 
@@ -219,6 +219,8 @@ pip install "sglang[all] @ git+https://github.com/sgl-project/sglang.git"
 ```
 
 2. Launch the server.
+
+```bash
   - For bf16 model
 SGLANG_ENABLE_SPEC_V2=1
 python3 -m sglang.launch_server \
@@ -657,7 +659,7 @@ python3 -m sglang.launch_server \
 - When using `vLLM` and `SGLang`, thinking mode is enabled by default when sending requests.
 - Both support tool calling. Please use OpenAI-style tool description format for calls.
 
-## Citation
+<!-- ## Citation
 
 If you find our work useful in your research, please consider citing the following paper:
 
@@ -671,8 +673,8 @@ If you find our work useful in your research, please consider citing the followi
       primaryClass={cs.CL},
       url={https://arxiv.org/abs/xxxxx}, 
 }
-```
+``` -->
 
 ## 📄 License
 
-This project is open-sourced under the [Apache 2.0 License](https://www.google.com/search?q=LICENSE).
+This project is open-sourced under the [Apache 2.0 License](https://www.google.com/search?q=LICENSE).