一作NeurIPS 2026Poster
Characterizing Memorization in Diffusion Language Models: Generalized Extraction and Sampling Effects
Xiaoyu Luo · Wenrui Yu · Qiongxiu Li · Johannes Bjerva
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Xiaoyu Luo · Wenrui Yu · Qiongxiu Li · Johannes Bjerva
Xiaoyu Luo · Yiyi Chen · Qiongxiu Li · Johannes Bjerva
Large Language Models (LLMs) have been reported to “leak” Personally Identifiable Information (PII), with successful PII reconstruction often interpreted as evidence of memorization. We propose a principled revision of memorization evaluation for LLMs, arguing that PII leakage should be evaluated...