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Reasoning on AIME, MATH, and GPQA Aggregate

62.44Overall ScorePolarQuant44
44.614449.242253.8758.4978Feb 1, 2025

Evaluation results

MethodLinks
PolarQuant44Backbone=DeepSeek-R1-Distill-Llama-8B, Quantization=PolarQuant442025.0262.440.43
Bf16Backbone=DeepSeek-R1-Distill-Llama-8B, Quantization=Bf162025.0262.01—
ZipCache-4Backbone=DeepSeek-R1-Distill-Llama-8B, Quantization=ZipCache-42025.0261.13-0.88
KIVI-4Backbone=DeepSeek-R1-Distill-Llama-8B, Quantization=KIVI-42025.0259.71-2.3
Bf16Backbone=DeepSeek-R1-Distill-Qwen-1.5B, Quantization=Bf162025.0251.7—
PolarQuant44Backbone=DeepSeek-R1-Distill-Qwen-1.5B, Quantization=PolarQuant442025.0247.69-3.31
KIVI-4Backbone=DeepSeek-R1-Distill-Qwen-1.5B, Quantization=KIVI-42025.0245.3-6.4