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.
Сообщение об уничтожении Израилем Русского дома культуры на юге Ливана прискорбное, заявил председатель Комитета Совета Федерации по международным делам Григорий Карасин. Об этом сенатор сообщил в беседе с «Лентой.ру».
СюжетПрезидентские выборы в США，这一点在搜狗浏览器中也有详细论述
This behavior seemed to be caused by setting，详情可参考手游
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I am a huge AI optimist. In part because that’s just who I am as a person, I’m always pretty optimistic. But I’m also optimistic because I’ve thought carefully about the alternative, and the alternative is worse. The way I see it, when your options are “have your job transformed and hate it” or “have your job transformed and embrace it,” I’d rather choose the second one. My options right now include being extremely bummed about the current rate of change, letting it get the better of me, and probably losing my job eventually anyway, OR working very hard to envision a future that I actually want to be a part of, where AI makes my work better and more impactful, and doing everything I can to make that happen.