Author

C. Karthick

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#natural language process... Jun 2026

Detect, Remask, Repair: Diffusion Editing for Faithful Summarization of Evolving Contexts

This work proposes DETECT-REMASK-REPAIR, a diffusion-based framework that identifies, remasks, and repairs outdated regions with masked diffusion language models, and finds that the framework can provide a post-hoc correction step that improves faithfulness for autoregressive systems.

Hao Zou, Zachary Horvitz, C. Karthick et al. · arXiv.org · 0 citations