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Robust multimodal reasoning hinges on explicit evidence acquisition, with EGVOR achieving substantial gains in cognitive reliability by addressing key failure modes.
LLMs can be backdoored to "think well but answer wrong," even while generating seemingly correct reasoning traces, making attacks far harder to detect.
