作者位次 #7/8ACL 2026Poster· Natural Language Processing
DMHM : Density-aware Manifold Learning and Hybrid Mahalanobis Energy for LLM s-generated Text Detection
Tianle Liu · Zhiliang Tian · Zhen Huang · Tianlun Liu · Jingyuan Huang · Zhaoning Zhang · Chengcheng Shao · Dongsheng Li
摘要
As the text generated by large language models (LLMs) increasingly resembles human-written text (HWT), detecting LLM-generated text (LGT) is crucial to avoid malicious use of LGT. Recent research treats LGT detection as an out-of-distribution (OOD) detection problem and views HWT as the OOD. Howe...