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Institute of Computing Technology
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Explicitly grounding evidence in spatial relation tasks can boost VLM performance by nearly 12 points, transforming how we approach visual reasoning.
RING achieves superior knowledge integration without the latency of external retrieval, redefining efficiency in large-scale language models.
A staggering 12.73-26.25% of correct decisions in multimodal spatial reasoning are made without proper credit to the supporting images, exposing flaws in current evaluation methods.
