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Answers Q2: does Qwen3.5-122B-A10B pruned at p = 50% (best IntDim variant) beat the dense Qwen3.5-9B with a similar active-parameter budget?
Metrics: total and active parameters, disk, throughput, GPQA-Diamond, IFEval, IFBench, MMLU-Pro, C-Eval.
Qwen3.5-9B is evaluated as a reference only and is not pruned.
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