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Streaming long video understanding with large language models.Advances in Neural Information Processing Systems, 37:119336– 119360

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cs.CV 1

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2026 1

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UNVERDICTED 1

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POINTS-Long: Adaptive Dual-Mode Visual Reasoning in MLLMs

cs.CV · 2026-04-13 · unverdicted · novelty 6.0

POINTS-Long is a dual-mode multimodal large language model that uses dynamic visual token scaling to retain 97.7-99.7% accuracy on long-form tasks with 1/40 to 1/10th the tokens and supports streaming via detachable KV-cache.

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  • POINTS-Long: Adaptive Dual-Mode Visual Reasoning in MLLMs cs.CV · 2026-04-13 · unverdicted · none · ref 63

    POINTS-Long is a dual-mode multimodal large language model that uses dynamic visual token scaling to retain 97.7-99.7% accuracy on long-form tasks with 1/40 to 1/10th the tokens and supports streaming via detachable KV-cache.