TrustLDM: Benchmarking Trustworthiness in Language Diffusion Models

The rapid development of Language Diffusion Models (LDMs) introduces new trustworthiness challenges. TrustLDM is a comprehensive benchmark evaluating safety, privacy, and fairness in LDMs, revealing that their alignment behavior degrades noticeably with malicious contexts, regardless of context length.