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Action-class miscalibration is a hidden failure mode that can significantly skew performance evaluations of LLMs in multi-turn tool-calling tasks.
VLMs and VGMs reveal a surprising complementarity in spatial intelligence tasks, with a simple fusion of their features outperforming either model alone.
