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Forget brittle fact memorization – CoT2Edit teaches LLMs to *reason* their way to updated knowledge, unlocking robust generalization in real-world scenarios.
Today's best multimodal models can only solve half of compositional visual tool-use tasks, revealing a critical gap in their ability to plan and execute complex, multi-step visual reasoning.
