作者位次 #4/5ICML 2026Poster· Deep Learning / Large Language Models
Scaling Prompt Synthesis for Large Language Model Reasoning
Xueliang Zhao · Wei Wu · Jian Guan · Zhuocheng Gong · Lingpeng Kong
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Xueliang Zhao · Wei Wu · Jian Guan · Zhuocheng Gong · Lingpeng Kong
Danlong Yuan · Tian Xie · Shaohan Huang · Huishuai Zhang · Zhuocheng Gong · Chong Luo · Furu Wei · Dongyan Zhao
Long-reasoning models achieve strong accuracy on complex reasoning tasks, but their extended reasoning trajectories incur substantial memory and latency costs. Several existing shortening methods rely on additional supervision or multi-stage post-training, which primarily reduces inference length...