1.4 Million Open-Source Distilled Reasoning Dataset to Empower Large Language Model Training. - Han Zhao; Haotian Wang; Yiping Peng; Sitong Zhao; Xiaoyu Tian; Shuaiting Chen; Yunjie Ji; Xiangang Li (CoRR, 2025)

Think Twice: Enhancing LLM Reasoning by Scaling Multi-round Test-time Thinking. - Xiaoyu Tian; Sitong Zhao; Haotian Wang; Shuaiting Chen; Yunjie Ji; Yiping Peng; Han Zhao; Xiangang Li (CoRR, 2025)

How Difficulty-Aware Staged Reinforcement Learning Enhances LLMs' Reasoning Capabilities: A Preliminary Experimental Study. - Yunjie Ji; Sitong Zhao; Xiaoyu Tian; Haotian Wang; Shuaiting Chen; Yiping Peng; Han Zhao; Xiangang Li (CoRR, 2025)

Leveraging Reasoning Model Answers to Enhance Non-Reasoning Model Capability. - Haotian Wang; Han Zhao; Shuaiting Chen; Xiaoyu Tian; Sitong Zhao; Yunjie Ji; Yiping Peng; Xiangang Li (CoRR, 2025)

DeepDistill: Enhancing LLM Reasoning Capabilities via Large-Scale Difficulty-Graded Data Training. - Xiaoyu Tian; Sitong Zhao; Haotian Wang; Shuaiting Chen; Yiping Peng; Yunjie Ji; Han Zhao; Xiangang Li (CoRR, 2025)

Exploring the Potential of Offline RL for Reasoning in LLMs: A Preliminary Study. - Xiaoyu Tian; Sitong Zhao; Haotian Wang; Shuaiting Chen; Yiping Peng; Yunjie Ji; Han Zhao; Xiangang Li (CoRR, 2025)

AM-Thinking-v1: Advancing the Frontier of Reasoning at 32B Scale. - Yunjie Ji; Xiaoyu Tian; Sitong Zhao; Haotian Wang; Shuaiting Chen; Yiping Peng; Han Zhao; Xiangang Li (CoRR, 2025)

Not All Correct Answers Are Equal: Why Your Distillation Source Matters. - Xiaoyu Tian; Yunjie Ji; Haotian Wang; Shuaiting Chen; Sitong Zhao; Yiping Peng; Han Zhao; Xiangang Li (CoRR, 2025)