The Cylindrical Representation Hypothesis for Language Model Steering
Lang Gao · Jinghui Zhang · Wei Liu · Fengxian Ji · Chenxi Wang · Zirui Song · Akash Ghosh · Youssef Mohamed · Preslav Nakov · Xiuying Chen
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Lang Gao · Jinghui Zhang · Wei Liu · Fengxian Ji · Chenxi Wang · Zirui Song · Akash Ghosh · Youssef Mohamed · Preslav Nakov · Xiuying Chen
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...