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cs.CL2026
Decouple to Forget: Semantic Mediation for Sensitive Unlearning in Large Language Models
Jingyue Cong, Andy Song, Yang Yu +7
Machine unlearning for large language models seeks to remove specified knowledge while preserving general capability, yet current methods often treat an entire response as the unit…
cs.CL2026
MAGA-Bench: Machine-Augment-Generated Text via Alignment Detection Benchmark
Anyang Song, Ying Cheng, Yiqian Xu +1
Machine-Generated Text (MGT) is becoming increasingly difficult to distinguish from Human-Written Text (HWT). This trend has exacerbated malicious activities such as fake news and…