新基准和 LLM 应对本地服务中的 AI 挑战

报道来源 [2]

1. arXiv cs.AI TIER_1 English(EN) · Hang He, Chuhuai Yue, Chengqi Dong, Mingxue Tian, Hao Chen, Zhenfeng Liu, Jiajun Chai, Xiaohan Wang, Yufei Zhang, Qun Liao, Guojun Yin, Wei Lin, Chengcheng Wan, Haiying Sun, Ting Su · 2026-06-02 04:00

   LocalSearchBench：对真实世界本地生活服务中的代理搜索进行基准测试

   arXiv:2512.07436v3 Announce Type: replace Abstract: Recent advances in large reasoning models LRMs have enabled agentic search systems to perform complex multi-step reasoning across multiple sources. However, most studies focus on general information retrieval and rarely explores…

2. arXiv cs.CL TIER_1 English(EN) · Jinwen Chen, Shiwen Zhang, Shuai Gong, Zheng Zhang, Yachao Zhao, Lingxiang Wang, Haibo Zhou, Wei Lin, Hainan Zhang · 2026-06-01 04:00

   LocalSUG：面向本地生活服务查询建议的城市偏好增强大模型

   arXiv:2603.04946v2 Announce Type: replace Abstract: In local-life service platforms, query suggestion reduces user effort by generating candidate queries from input prefixes. Traditional multi-stage systems rely heavily on historical popular queries, limiting their ability to cap…