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Gold-Conditioned Distillation is proposed, a method that turns expert demonstrations into model-native supervision and improves new-task accuracy over SFT and generally reduces degradation on general benchmarks.
TailSieve, a partial-rollout-guided framework that jointly controls tail routing and replica allocation for LLM rollouts, and shows that makespan-optimal routing in the long-tail regime combines tail isolation with load balancing, and that a simple top-k policy closely approximates this offline optimum.
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