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Multiple-choice Question Answering on MMLU-Pro CS

56.8PerformanceRLKV
-1.23213.83428.943.966Oct 9, 2025

Evaluation results

MethodLinks
RLKVKV Cache Budget Sparsity=0.22025.1056.8
RLKVKV Cache Budget Sparsity=0.42025.1054.6
DuoAttentionKV Cache Budget Sparsity=0.22025.1053.7
KVZipKV Cache Budget Sparsity=0.22025.1051.7
DuoAttentionKV Cache Budget Sparsity=0.42025.1049.3
KVZipKV Cache Budget Sparsity=0.42025.1049
R-KVKV Cache Budget Sparsity=0.22025.1044.6
RLKVKV Cache Budget Sparsity=0.62025.1043.7
H2OKV Cache Budget Sparsity=0.22025.1039.5
R-KVKV Cache Budget Sparsity=0.42025.1039.3
R-KVKV Cache Budget Sparsity=0.62025.1027.3
DuoAttentionKV Cache Budget Sparsity=0.62025.1027.3
H2OKV Cache Budget Sparsity=0.42025.1022.7
KVZipKV Cache Budget Sparsity=0.62025.1020
H2OKV Cache Budget Sparsity=0.62025.1011.2
DuoAttentionKV Cache Budget Sparsity=0.82025.104.2
H2OKV Cache Budget Sparsity=0.82025.102.9
R-KVKV Cache Budget Sparsity=0.82025.101.9
RLKVKV Cache Budget Sparsity=0.82025.101.7
KVZipKV Cache Budget Sparsity=0.82025.101