Update README.md

README.md

@@ -8,9 +8,13 @@ tags:
 - code
 ---
 
+# Paper Page
+
+[**Pruning the Unsurprising: Efficient Code Reasoning via First-Token Surprisal.**](https://arxiv.org/abs/2508.05988)
+
 # LogicCoder-8B
 
-**LogicCoder-8B** is a 8B-parameter language model fine-tuned for code generation tasks. It is based on the DeepSeek-R1-Distill-Llama-8B model and trained on a Python subset of the open-r1/codeforces-cots dataset.
+**LogicCoder-8B** is an 8B-parameter language model fine-tuned for code generation tasks. It is based on the DeepSeek-R1-Distill-Llama-8B model and trained on a Python subset of the open-r1/codeforces-cots dataset.
 
 This model was fine-tuned on pruned CoTs examples derived via our **ASAP** method(**A**nchor-guided, **S**urpris**a**l-polished **P**runing), focusing on highly compressed yet semantically informative reasoning traces.