Papers by Yugeng Liu
JailbreakRadar: Comprehensive Assessment of Jailbreak Attacks Against LLMs (2025.acl-long)
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| Challenge: | Large language models (LLMs) have been used to mitigate misuse and to align with human values. |
| Approach: | They propose to use large-scale evaluations of various jailbreak attacks to identify key patterns and test them under eight advanced defenses. |
| Outcome: | The proposed attacks achieve high success rates but are easy to mitigate by defenses. |
ModSCAN: Measuring Stereotypical Bias in Large Vision-Language Models from Vision and Language Modalities (2024.emnlp-main)
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| Challenge: | Large vision-language models have been widely used but stereotypical biases are unexplored. |
| Approach: | They propose a framework to SCAN stereotypical bias within large vision-language models . they examine stereotype biases with respect to gender and race in three scenarios . |
| Outcome: | The proposed framework can reduce stereotypical biases in large vision-language models . the currently popular models show significant stereotype biase . |