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Question Answering on ARC Easy (Accuracy and Normalized Accuracy)

67.26Normalized AccuracySoftmax
25.056836.013446.9757.9266Apr 29, 2025Jun 28, 2025Aug 27, 2025Oct 27, 2025Dec 26, 2025Feb 24, 2026Apr 26, 2026

Evaluation results

MethodLinks
SoftmaxQuantization=8-bit2025.0467.2672.22
SoftmaxQuantization=4-bit2025.0466.7571.93
SoftpickQuantization=8-bit2025.0462.2169.07
SoftpickQuantization=4-bit2025.0458.8467.05
SoftpickQuantization=8-bit2025.0456.3660.94
SoftmaxQuantization=8-bit2025.0456.3160.31
SoftpickQuantization=4-bit2025.0454.2959.26
SoftmaxQuantization=4-bit2025.0453.9659.93
SSAArchitecture=Nemotron-style decoder, Parameters=114M, Training steps=22K, Training dataset=FineWeb, Zero-shot=true2025.0853.87—
SoftpickQuantization=3-bit2025.0452.5757.95
SoftpickQuantization=3-bit2025.0451.8156.65
SoftmaxQuantization=3-bit2025.0448.6552.78
SoftmaxQuantization=3-bit2025.0448.5753.83
SoftpickQuantization=2-bit2025.0436.3637.54
Baselineshot=0-shot, eval-framework=lm-evaluation-harness2026.0435.6938.93
GMT v7shot=0-shot, eval-framework=lm-evaluation-harness2026.0434.7637.46
SoftpickQuantization=2-bit2025.0429.7629.88
SoftmaxArchitecture=Nemotron-style decoder, Parameters=114M, Training steps=22K, Training dataset=FineWeb, Zero-shot=true2025.0829.34—
SoftmaxQuantization=2-bit2025.0427.2727.02
SoftmaxQuantization=2-bit2025.0426.6826.81