The paper demonstrated 90% success against knowledge bases containing millions of documents, using gradient-optimized payloads. What I tested is a vocabulary-engineering approach — no optimization against the embedding model — against a 5-document corpus. The corpus is obviously smaller than what the paper evaluated, so the success rate isn’t directly comparable. The value of a small local lab is reproducibility and clarity of mechanism, not scale. In a real production knowledge base with hundreds of documents on the same topic, the attacker needs more poisoned documents to reliably dominate the top-k — but the attack remains viable. The PoisonedRAG authors showed that even at millions-of-documents scale, five crafted documents are sufficient when using their optimization approach.
向海图强，绿电潮涌。2025年投产的阳江鹅凰海上风电、500千伏徐闻东等风火打捆集中送出工程，有效提升海上风电送出能力近800万千瓦。同时，南方电网广东电网公司组织开展电网承载力评估，引导全省分布式光伏及储能合理布局，有力应对全国最大规模省域分布式光伏抢装潮，支撑新增分布式光伏并网容量1800万千瓦。
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相较于普通街边店，这里更像是“雪王IP+餐饮零售复合业态”的主题乐园。，详情可参考传奇私服新开网｜热血传奇SF发布站｜传奇私服网站
9mm eyepiece & 2x barlow // Jupiter // 13th February, 2026