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Project for PKU 2024 Summer Course *Large Models: From fundamental to frontier* , Deep Explorer Team

Python 98.52% Jupyter Notebook 0.54% HTML 0.37% JavaScript 0.48% CSS 0.09%

pku-llm's Introduction

Project for PKU 2024 Summer Course Large Models: From fundamental to frontier, Deep Explorer Team

Attack

For multimodal LLMs, we proposed a method combining image attack and text prompt attack, which increases attack successful rate and has good transferability.

For text-only LLMs, we proposed an automated attack procedure which automatically tries multiple text prompting attack methods.

Defense

Based on JailGuard, we implemented a similar method to detect adversarial image and text prompts.

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