Significantly, these efficiency gains preserved analytical capabilities. Using the training-free approach to eliminate 75% of indexers, the 30B model achieved comparable results to the original baseline on extended-context benchmarks, scoring 49.9 versus the original 50.2. On the intricate AIME 2025 mathematical reasoning assessment, the optimized model surpassed the original baseline, recording 92.6 against 91.0.
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