作者位次 #7/19ACL 2026Poster· Natural Language Processing
P a C o R e: Learning to Scale Test-Time Compute with Parallel Coordinated Reasoning
Jingcheng Hu · Yinmin Zhang · Shijie Shang · Xiaobo Yang · Yue Peng · Zhewei Huang · Hebin Zhou · Xin Wu · Jie Cheng · Fanqi Wan · Xiangwen Kong · Chengyuan Yao · Kaiwen Yan · Ailin Huang · Hongyu Zhou · Qi Han · Zheng Ge · Xiangyu Zhang · Heung-Yeung Shum
摘要
We introduce Parallel Coordinated Reasoning (PaCoRe), a training-and-inference framework designed to overcome a central limitation of contemporary language models: their inability to scale test-time compute (TTC) far beyond sequential reasoning under a fixed context window. PaCoRe departs from th...