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Mathematical Reasoning on GSM8K (test) (Exact Match)

38.36Exact Match Accuracyfp16 (KIVI paper)
-1.53448.822819.1829.5372May 26, 2026

Evaluation results

MethodLinks
fp16 (KIVI paper)bits=16.02026.0538.36
KIVI-4 (calib.)bits=4.52026.0537.3
KIVI-2 (calib.)bits=2.52026.0536.01
fp16 (our run)bits=16.02026.0535.5
HQMQ s96 r4bits=3.792026.0535
HQMQ s96 r4 + Med3×bits=4.412026.0534.5
HQMQ s24 r2bits=2.792026.058.5
naive int2bits=2.002026.050