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Question Answering on Natural Questions (NQ) (5-shot)

38.8Accuracyfp16
13.8420.3226.833.28Feb 7, 2026

Evaluation results

MethodLinks
fp16Size=70B2026.0238.8
OmniQuantSize=70B2026.0236.1
AstroSize=70B2026.0235.8
MagRSize=70B2026.0235.7
fp16Size=13B2026.0230.8
FP16Backbone=LLaMA-3.1-8B, Quantization=None, Protocol=5-shot2026.0228.5
fp16Size=7B2026.0226.7
MagRSize=13B2026.0226.5
AstroSize=13B2026.0226.5
OmniQuantSize=13B2026.0225.5
AstroSize=7B2026.0220.5
OmniQuantSize=7B2026.0220.4
MagRSize=7B2026.0220.4
AstroBackbone=LLaMA-3.1-8B, Quantization=W3A16g128, Protocol=5-shot2026.0216.8
MagRBackbone=LLaMA-3.1-8B, Quantization=W3A16g128, Protocol=5-shot2026.0215.8
OmniQuantBackbone=LLaMA-3.1-8B, Quantization=W3A16g128, Protocol=5-shot2026.0214.8