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cs.CL2026
From Attribution to Abstention: Training-Free Attention-Based Auditing for Clinical Summarization
Qianqi Yan, Huy Nguyen, Sumana Srivatsa +3
Deploying multimodal large language models (MLLMs) for clinical summarization demands not only fluent generation but also transparency about where each statement originates-and a m…
cs.CL2025
RAPID: Retrieval-Augmented Parallel Inference Drafting for Text-Based Video Event Retrieval
Long Nguyen, Huy Nguyen, Bao Khuu +4
Retrieving events from videos using text queries has become increasingly challenging due to the rapid growth of multimedia content. Existing methods for text-based video event retr…