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Mathematical Reasoning on AIME (Accuracy, Peak Memory)

35.6AccuracyFullKV
18.9623.2827.631.92May 21, 2026

Evaluation results

MethodLinks
FullKVModel=Qwen-2.5-7B, rho=1.002026.0535.622.5
ArborKVModel=Qwen-2.5-7B, rho=0.502026.0533.811.6
ThinKVModel=Qwen-2.5-7B, rho=0.502026.0533.211.6
StreamingLLMModel=Qwen-2.5-7B, rho=0.502026.0531.911.4
H2OModel=Qwen-2.5-7B, rho=0.502026.0531.510.3
FullKVModel=Llama-3.1-8B, rho=1.002026.0528.323
ArborKVModel=Llama-3.1-8B, rho=0.502026.0527.211.5
ThinKVModel=Llama-3.1-8B, rho=0.502026.0526.511.2
StreamingLLMModel=Llama-3.1-8B, rho=0.502026.0526.113.5
ArborKVModel=Qwen-2.5-7B, rho=0.252026.0526.15.5
H2OModel=Llama-3.1-8B, rho=0.502026.0525.610.2
ThinKVModel=Qwen-2.5-7B, rho=0.252026.05255.7
ArborKVModel=Llama-3.1-8B, rho=0.252026.0524.36.1
ThinKVModel=Llama-3.1-8B, rho=0.252026.0523.16.2
StreamingLLMModel=Qwen-2.5-7B, rho=0.252026.0522.45.3
StreamingLLMModel=Llama-3.1-8B, rho=0.252026.0521.66.1
H2OModel=Llama-3.1-8B, rho=0.252026.0520.54.9
H2OModel=Qwen-2.5-7B, rho=0.252026.0519.65.3