CURV framework improves chart QA via curriculum learning
August 2, 2026
CURV introduces a curriculum learning framework that reformulates Chart Question Answering as multi-step visual grounded reasoning. It uses spatial attention concentration to coordinate logical reasoning with dynamic visual grounding, addressing the disconnect between perception and reasoning in MLLMs.
HOW THIS AFFECTS YOU
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researcherYou can implement curriculum-based training to improve visual grounding in multimodal models.
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designerYou can build more accurate data visualization interfaces that rely on intelligent chart interpretation.