When SPG perturbations are drawn over the full completion rather than its active decoding block, adding IM improves accuracy on both GSM8K and MATH-500 at all three reported generation lengths.

When SPG perturbations are drawn over the full completion rather than its active decoding block, adding IM improves accuracy on both GSM8K and MATH-500 at all three reported generation lengths. · CiteArk

测量结果

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指标与条件	论文报告	最近可用实测	证据判断
model: SPG (full) · dataset: MATH-500 · generationLengthTokens: 128	34%	—	尚未评估
model: SPG (full) · dataset: MATH-500 · generationLengthTokens: 256	38%	—	尚未评估
model: SPG (full) · dataset: MATH-500 · generationLengthTokens: 512	41.4%	—	尚未评估
model: SPG (full)+IM · dataset: MATH-500 · generationLengthTokens: 128	34.2%	—	尚未评估
model: SPG (full)+IM · dataset: MATH-500 · generationLengthTokens: 256	41%	—	尚未评估
model: SPG (full)+IM · dataset: MATH-500 · generationLengthTokens: 512	42%	—	尚未评估
model: SPG (full) · dataset: GSM8K · generationLengthTokens: 128	75.1%	—	尚未评估
model: SPG (full) · dataset: GSM8K · generationLengthTokens: 256	81.9%	—	尚未评估
model: SPG (full) · dataset: GSM8K · generationLengthTokens: 512	83.6%	—	尚未评估
model: SPG (full)+IM · dataset: GSM8K · generationLengthTokens: 128	77.4%	—	尚未评估
model: SPG (full)+IM · dataset: GSM8K · generationLengthTokens: 256	82%	—	尚未评估
model: SPG (full)+IM · dataset: GSM8K · generationLengthTokens: 512	83.9%	—	尚未评估

When SPG perturbations are drawn over the full completion rather than its active decoding block, adding IM improves accuracy on both GSM8K and MATH-500 at all three reported generation lengths.

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测量结果