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Unified Agent is instantiate, a stateful agent that carries interaction evidence across devices and moments and uses it with the current observation to act and remains ahead of all compared systems, demonstrating that the state-design advantage is robust across MLLM settings.
OmniPhys is a large-scale benchmark for multimodal physics understanding and reasoning, covering middle school through university-level problems from Chinese Educational Corpora, and is a benchmark that systematically evaluates multimodal outputs in the physics domain.
This work formulates student reasoning as a multi-step sequential decision problem and introduces Monte Carlo Tree Search (MCTS) to explore optimal correction paths and proposes a dual evaluation protocol centered on solution accuracy and correct-step retention, offering a comprehensive measure of educational applicability.
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