A Fano-Style Accuracy Upper Bound for LLM Single-Pass Reasoning in Multi-Hop QA
Kaiyang Wan · Lang Gao · Honglin Mu · Preslav Nakov · Yuxia Wang · Xiuying Chen
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Kaiyang Wan · Lang Gao · Honglin Mu · Preslav Nakov · Yuxia Wang · Xiuying Chen
Zirui Song · Qian Jiang · Mingxuan Cui · Mingzhe Li · Lang Gao · Zeyu Zhang · Zixiang Xu · Yanbo Wang · Guangxian Ouyang · Zhenhao Chen · Xiuying Chen
The rise of Large Audio-Language Models (LAMs) brings both potential and risks, as their audio outputs may contain harmful or unethical content. However, current research lacks a systematic, quantitative evaluation of LAM safety, especially against jailbreak attacks, which are challenging due to...
Lang Gao · Xuhui Li · Chenxi Wang · Mingzhe Li · Wei Liu · Zirui Song · Jinghui Zhang · Rui Yan · Preslav Nakov · Xiuying Chen
As large language models (LLMs) increasingly imitate personal writing styles, personalization has become a key challenge for machine-generated text (MGT) detection. Yet personalized MGT detection remains largely underexplored. In this work, we introduce StyloBench, the first benchmark for evaluat...
Fengxian Ji · Jingpu Yang · Zirui Song · Lang Gao · Junhong Liang · Zhenhao Chen · Jinghui Zhang · Xiuying Chen
Recent image generation and editing models demonstrate robust adherence to instructions and high visual quality on academic benchmarks.However, their performance on paid, real-world design projects remains uncertain. We introduce ServImage , a benchmark that explicitly correlates model outputs wi...
Mingzhe Li · Jing Xiang · Enguo Zhou · Lang Gao · Tai Li · Qishen Zhang · Xiangliang Zhang · Xiuying Chen