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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.
CSM-MTBench is introduced, a benchmark covering five Chinese-foreign language directions and consisting of two expert-curated subsets: Fun Posts, featuring context-rich, slang- and neologism-heavy content, and Social Snippets, emphasizing concise, emotion- and style- driven expressions.
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...
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