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On AIME24 with Qwen3-8B, TriAttention achieves 42.1% accuracy against Full Attention’s 57.1%, while R-KV achieves only 25.4% at the same KV budget of 2,048 tokens. On AIME25, TriAttention achieves 32.9% versus R-KV’s 17.5% — a 15.4 percentage point gap. On MATH 500 with only 1,024 tokens in the KV cache out of a possible 32,768, TriAttention achieves 68.4% accuracy against Full Attention’s 69.6%.
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