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FP4 RL for MoE LLMs can now match BF16 rollout quality with 5.4x speedup by directly aligning train-rollout quantization.
Joint AP and CAR show that explicit hierarchy training repairs this failure mode while retaining atomic detection and prompt transfer, and shows that explicit hierarchy training repairs this failure mode while retaining atomic detection and prompt transfer.
