Lyapunov Probes for Hallucination Detection in Large Foundation Models
Bozhi Luan · Gen Li · Yalan Qin · Jifeng Guo · Yun Zhou · Faguo Wu · Hongwei Zheng · wenjun wu · Zhaoxin Fan
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Bozhi Luan · Gen Li · Yalan Qin · Jifeng Guo · Yun Zhou · Faguo Wu · Hongwei Zheng · wenjun wu · Zhaoxin Fan
Yuanze Hu · Xinyu Wang · Zhichao Yang · Gen Li · Ye Qiu · Zhaoxin Fan · Yifan Sun · wenjun wu · Jin Dong · Xiaotie Deng
Lightweight Vision-Language Models (VLMs) are indispensable for resource-constrained applications. The prevailing approach to aligning vision and language models involves freezing both the vision encoder and the language model while training small connector modules. However, this strategy heavily...
Yue Guo · Fanfu Wang · Jianwei Lv · Xincheng Shi · Yuchen Li · Youya Wang · Yunsheng Zeng · Yujing Liu · Yunhao Qiao · Gen Li · Junfeng Wang · Bo Yuan
Clinical Decision Support Systems (CDSSs) provide reasoning and inquiry guidance for physicians, yet they face notable challenges, including high maintenance costs and low generalization capability.Recently, Large Language Models (LLMs) have been widely adopted in healthcare due to their extensiv...