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Guangyue Peng · Zongchao Chen · Wen Luo · Yuntao Wen · Wei Li · Ruixiang Feng · Ran Le · Chen Yang · Zhenwei An · Yang Song · Tao Zhang · Houfeng Wang
Ruixiang Feng · Yuntao Wen · Silin Zhou · Ke Shi · Yifan Wang · Ran Le · Zhenwei An · Zongchao Chen · Chen Yang · Guangyue Peng · Yiming Jia · Dongsheng Wang · Tao Zhang · Lisi Chen · Yang Song · Shen Gao · Shuo Shang
Language Reasoning Models (LRMs) achieve strong performance by scaling test-time computation but often suffer from “overthinking”, producing excessively long reasoning traces that increase latency and memory usage. Existing LRMs typically enforce conciseness with uniform length penalties, which o...