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This work introduces DecisionPivot, a diagnostic benchmark comprising 48 tasks and 40,033 items across seven decision roles that provides fine-grained diagnostics of decision failures that aggregate evaluation alone cannot reveal, and evaluates 40 decision models and 14 general models using documented, model-specific p...
This work introduces ReaDy, the first speculative decoding method, to leverage HLA recurrent states for position-specific context retrieval during drafting, and achieves an average $3.16\times decoding speedup over autoregressive decoding with Qwen3.
PerSyn (Personalized data Synthesis), a novel synthesis strategy that operates under a new ``Route then Generate''paradigm to create data tailored to each student model, enabling it to learn more effectively, is proposed.
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