Lightweight Adaptation for LLM-based Technical Service Agent: Latent Logic Augmentation and Robust Noise Reduction. - Yi Yu; Junzhuo Ma; Chenghuang Shen; Xingyan Liu; Jing Gu; Hangyi Sun; Guangquan Hu; Jianfeng Liu; Weiting Liu; Mingyue Pu; Yu Wang; Zhengdong Xiao; et al. (CoRR, 2026)

CirrusBench: Evaluating LLM-based Agents Beyond Correctness in Real-World Cloud Service Environments. - Yi Yu; Guangquan Hu; Chenghuang Shen; Xingyan Liu; Jing Gu; Hangyi Sun; Junzhuo Ma; Weiting Liu; Jianfeng Liu; Mingyue Pu; Yu Wang; Zhengdong Xiao; et al. (CoRR, 2026)