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Chinese Academy of Sciences, Vanderbilt University, Central South University, erzhu419@gmail.com, 204201048@csu.edu.cn
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Context-augmented RL lets smaller MLLMs punch *way* above their weight, rivaling much larger models on reasoning tasks while dodging reward hacking.
