期刊&会议

SIGIR

ACM SIGIR Conference on Research and Development in Information Retrieval · 会议 · Information Retrieval

2026-06-30 至 2026-06-30 共收录 2 篇

2606.29652 2026-06-30 cs.IR

As We May Search

如我们可能搜索

Saber Zerhoudi, Adam Roegiest, Jelena Mitrovic, Michael Granitzer

AI总结针对个人文档等敏感信息搜索中的隐私问题，提出本地优先信息检索（local-first IR）设计理念，通过将索引、模型和推理置于用户设备上，在消费级硬件上实现与云端相当的性能，并指出真正的权衡在于搜索范围而非质量。

Journal ref Proceedings of the 2026 International ACM SIGIR Conference on Innovative Concepts and Theories in Information Retrieval (ICTIR'26), July 25, 2026, Melbourne, VIC, Australia

2606.29270 2026-06-30 cs.MA

Minority Sentinel: When to Overturn Majority Voting in Multi-Agent LLM Debates

少数派哨兵：何时推翻多智能体LLM辩论中的多数投票

Chuan He, Zebin Chen, Zhengyi Yang, Shaobo Qiao, Mingchen Ju, Jiate Liu, Dong Wen, Guanfeng Liu

AI总结针对LLM辩论中多数投票压制正确少数意见的问题，提出Minority Sentinel轻量级元分类器，通过辩论日志特征训练LightGBM模型，在6个基准上实现81.2%的翻转精度和正向净增益。

Comments 11 pages, 4 figures. Accepted at the AgentSearch Workshop @ SIGIR 2026, Melbourne, Australia