Update README.md

README.md

@@ -58,7 +58,7 @@ Example 2:
 Question: {anchor_question_2}
 Performance: {len: {length}, correct: {yes/no}}
 
-... (5 anchor examples total)
+...
 
 ### Target Question
 {your_target_question}
@@ -405,12 +405,14 @@ for sample in dataset:
 ## Citation
 
 ```bibtex
-@misc{scope2025,
-  title={SCOPE: LLM Performance Prediction Model},
-  author={Cooolder},
-  year={2025},
-  publisher={Hugging Face},
-  url={https://huggingface.co/Cooolder/SCOPE}
+@misc{cao2026modelsscopescalablecontrollable,
+      title={Models Under SCOPE: Scalable and Controllable Routing via Pre-hoc Reasoning}, 
+      author={Qi Cao and Shuhao Zhang and Ruizhe Zhou and Ruiyi Zhang and Peijia Qin and Pengtao Xie},
+      year={2026},
+      eprint={2601.22323},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2601.22323}, 
 }
 ```