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FlexComp is proposed, a method-agnostic framework that decouples the ratio from both training and deployment and matches separately trained fixed-ratio specialists with minimal degradation across ICAE, 500xCompressor, and SAC on MRQA.
CNeo-Bench, a benchmark of 4,759 Chinese neologisms with reference definitions, is introduced, organized into five top-level categories and nine subcategories by the linguistic mechanism behind each expression, paired with a two-tier evaluation framework that separates whether a model can describe a neologism from whet...
The role of a frozen off-the-shelf instruct model as the teacher in on-policy distillation is investigated, and a key insight is revealed: the teacher reshapes the student's policy distribution so that subsequent RL converges to a superior solution that RL alone cannot reach.
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