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Run Shao · Ziyu Li · Zhaoyang Zhang · Linrui Xu · Xinran He · Hongyuan Yuan · Bolei He · Yongxing Dai · Yiming Yan · Yijun Chen · Wang Guo · Haifeng Li
Hongyuan Yuan · Xinran He · Run Shao · Bolei He · Xianwei Xue · Mengke Chen · Qiutong Pan · Haiwei Wang · Haifeng Li
Extending CoT through RL has been widely used to enhance the reasoning capabilities of LLMs. However, due to the sparsity of reward signals, it can also induce undesirable thinking patterns such as overthinking, i.e., generating redundant intermediate reasoning content. In this work, we argue tha...