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Defending LLM - Prompt Injection 1 год назад


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Defending LLM - Prompt Injection

After we explored attacking LLMs, in this video we finally talk about defending against prompt injections. Is it even possible? Buy my shitty font (advertisement): shop.liveoverflow.com Watch the complete AI series:    • Hacking Artificial Intelligence   Language Models are Few-Shot Learners: https://arxiv.org/pdf/2005.14165.pdf A Holistic Approach to Undesired Content Detection in the Real World: https://arxiv.org/pdf/2208.03274.pdf Chapters: 00:00 - Intro 00:43 - AI Threat Model? 01:51 - Inherently Vulnerable to Prompt Injections 03:00 - It's not a Bug, it's a Feature! 04:49 - Don't Trust User Input 06:29 - Change the Prompt Design 08:07 - User Isolation 09:45 - Focus LLM on a Task 10:42 - Few-Shot Prompt 11:45 - Fine-Tuning Model 13:07 - Restrict Input Length 13:31 - Temperature 0 14:35 - Redundancy in Critical Systems 15:29 - Conclusion 16:21 - Checkout LiveOverfont Hip Hop Rap Instrumental (Crying Over You) by christophermorrow   / chris-morrow-3   CC BY 3.0 Free Download / Stream: http://bit.ly/2AHA5G9 Music promoted by Audio Library    • Hip Hop Rap Instrumental (Crying Over...   =[ ❤️ Support ]= → per Video:   / liveoverflow   → per Month:    / @liveoverflow   2nd Channel:    / liveunderflow   =[ 🐕 Social ]= → Twitter:   / liveoverflow   → Streaming: https://twitch.tvLiveOverflow/ → TikTok:   / liveoverflow_   → Instagram:   / liveoverflow   → Blog: https://liveoverflow.com/ → Subreddit:   / liveoverflow   → Facebook:   / liveoverflow  

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