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The Temporal Tug-of-War: Visualizing and Detecting RAG Conflicts in Diffusion Models via Trajectory Variance

Retrieval-Augmented Generation (RAG) introduces a specific failure mode in discrete diffusion language models: when retrieved context contradicts parametric knowledge, the iterative denoising process becomes a visible battleground between competing knowledge sources.

By Sravan Karthick T, Pranav Darshan, Pranav A, Minal Moharir, Ivan P. YamshchikovarXiv - cs.CL (NLP)

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Originally published by arXiv - cs.CL (NLP) on Sep 30, 2026.

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