Article

Differentiable Retrieval-Guided Multimodal Reasoning for Knowledge-Intensive Visual Question Understanding

2025-10-23

Abstract excerpt

Visual understanding in real-world scenarios often extends far beyond what is directly visible in an image, requiring the ability to reason with external and commonsense knowledge. Traditional Visual Question Answering (VQA) systems, while powerful in multimodal comprehension, typically confine their reasoning to the visual scene, making them inadequate when contextual or encyclopedic information is essential for...

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Literature Corpus work: 5ecceac5-2d7c-5a9c-9790-7a8fa02c097c
DOI: 10.20944/preprints202510.1820.v1

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