Update README.md

README.md

@@ -17,7 +17,7 @@ base_model: Qwen/Qwen3.5-9B
 
 ![Overview](https://qianwen-res.oss-cn-beijing.aliyuncs.com/qwen-scope/Figures/overview.png)
 
-We are excited to introduce Qwen-Scope, an interpretability module trained on the Qwen3 and Qwen3.5 series models. Specifically, we integrated and trained Sparse Autoencoders (SAEs) within Qwen’s hidden layers. By implementing sparsity constraints, we can automatically extract data features that are highly decoupled, low-redundancy, and significantly more interpretable. Qwen-Scope can be used not only to analyze the internal mechanisms of Qwen’s behavior but also holds immense potential for model optimization. Application scenarios include steerable inference control, evaluation sample distribution analysis and comparison, data classification and synthesis, and model training and optimization.
+We are excited to introduce Qwen-Scope, an interpretability module trained on the Qwen3 and Qwen3.5 series models. Specifically, we integrated and trained Sparse Autoencoders (SAEs) within Qwen’s hidden layers. By implementing sparsity constraints, we can automatically extract data features that are highly decoupled, low-redundancy, and significantly more interpretable. Qwen-Scope can be used not only to analyze the internal mechanisms of Qwen’s behavior but also holds immense potential for model optimization. Application scenarios include steerable inference control, evaluation sample distribution analysis and comparison, data classification and synthesis, and model training and optimization. See our [technical report](https://qianwen-res.oss-accelerate.aliyuncs.com/qwen-scope/Qwen_Scope.pdf) for more details.
 
 ## Model Details
 
@@ -135,11 +135,13 @@ It is strictly prohibited to use interpretability tools for non-scientific resea
 
 If you use these SAEs in your research, please cite:
 
+
 ```bibtex
-@misc{qwenscope,
-  title  = {{Qwen-Scope}: Turning Sparse Features into Development Tools for Large Language Models},
-  author = {{Qwen Team}},
-  month  = {April},
-  year   = {2026}
+@misc{qwen_scope,
+    title = {{Qwen-Scope}: Turning Sparse Features into Development Tools for Large Language Models},
+    url = {https://qianwen-res.oss-accelerate.aliyuncs.com/qwen-scope/Qwen_Scope.pdf},
+    author = {{Qwen Team}},
+    month = {April},
+    year = {2026}
 }
 ```