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一项大规模研究分析了 DeepSeek、Qwen、豆包和元宝等中文生成式搜索助手的 160,860 条引用，发现近 40% 展示给用户的链接从未被实际用于生成回答，且约 13% 的答案中的品牌名称在引用页面中根本找不到来源。
The paper proposes a claim-gated auditing specification for generative search to address omissions in source relationships, ensuring complete evidence and disclosure for reliable answer interpretation.
This paper identifies flaws in RAG evaluation metrics by measuring context utilization causally, demonstrating that narrow sequential contexts improve recall over wide contexts, and introduces a submodular scheduler for optimized allocation.
Time Magazine has begun serving ads formatted as FAQs specifically designed to influence AI agents, using markdown pages and AI ad tech from Mobian to monetize growing bot traffic and shape AI-generated responses.