作者位次 #3/19ACL 2026Findings· Findings of ACL
Beyond Quantity: Trajectory Diversity Scaling for Code Agents
Guhong Chen · Chenghao Sun · Cheng Fu · Qiyao Wang · Zhihong Huang · ChaoPeng Wei · Guangxu Chen · Feiteng Fang · Ahmadreza Argha · Bing Zhao · Xander Xu · Qi Han · Hamid Alinejad-Rokny · Qiang Qu · Binhua Li · Shiwen Ni · Min Yang · HU WEI · Yongbin Li
摘要
As code large language models (LLMs) evolve into tool-interactive agents via the Model Context Protocol (MCP), their generalization is increasingly limited by low-quality synthetic data and the diminishing returns of quantity scaling; moreover, quantity-centric scaling exhibits an early bottlenec...