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Zihuan Qiu · Lei Wang · Yang Cao · Runtong ZHANG · Bing Su · Yi Xu · Fanman Meng · Linfeng Xu · Qingbo Wu · Hongliang Li
Tianqianjin Lin · Xi Zhao · Xingyao Zhang · Rujiao Long · Yi Xu · Zhuoren Jiang · Wenbo Su · Zerui Huang (Taobao &
Reinforcement learning (RL) can refine the reasoning abilities of large language models (LLMs), but critically depends on a key prerequisite: the LLM can already generate high-utility reasoning paths with non-negligible probability. For tasks beyond the LLM’s current competence, such reasoning pa...