Papers by Pavel Dolin
The Art of Defending: A Systematic Evaluation and Analysis of LLM Defense Strategies on Safety and Over-Defensiveness (2024.findings-acl)
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| Challenge: | Recent work on Large Language Models (LLMs) has identified a number of approaches to protect against their vulnerabilities and safety. |
| Approach: | They propose to use a large collection of safe and unsafe prompts to evaluate various LLM defense strategies over both ‘safety’ and ‘over-defensiveness’. |
| Outcome: | The proposed defense strategies are compared on multiple state-of-the-art LLMs and show that they are effective against both ‘safety’ and ‘over-defensiveness’. |