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cs.CL2026
Seeing Through the MiRAGE: Evaluating Multimodal Retrieval Augmented Generation
Alexander Martin, William Walden, Reno Kriz +5
We introduce MiRAGE, an evaluation framework for retrieval-augmented generation (RAG) from multimodal sources. As audiovisual media becomes a prevalent source of information online…
cs.CL2026
Prompt-Induced Score Variance in Zero-Shot Binary Vision-Language Safety Classification
Charles Weng, Dingwen Li, Alexander Martin
Single-prompt first-token probabilities from zero-shot vision-language model (VLM) safety classifiers are treated as decision scores, but we show they are unreliable under semantic…