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Watch the complete AI series:
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
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