One of the main challenges in current multimodal language models (LMs) is their inability to utilize visual aids for reasoning processes. Unlike humans, who draw and sketch to facilitate problem-solving and reasoning, LMs rely solely on text for intermediate reasoning steps. This limitation significantly impacts their performance in tasks requiring spatial understanding and visual reasoning, […]
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