Papers with AI-assisted approach
AART: AI-Assisted Red-Teaming with Diverse Data Generation for New LLM-powered Applications (2023.emnlp-industry)
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| Challenge: | Large Language Models (LLMs) are rapidly becoming more and more popular, but dealing with the potential harms associated with their deployment in real-world scenarios is still an open research question. |
| Approach: | They propose an automated approach for automated generation of adversarial evaluation datasets to test the safety of LLM generations on new downstream applications. |
| Outcome: | AART generates evaluation datasets with high diversity of content characteristics critical for effective adversarial testing. |