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ResearchFormerly WizWand

Fine-tuning on GSM8k (val)

70.2AccuracyClustering-based SS
57.92861.11464.367.486Jun 14, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Clustering-based SSSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0670.2
FullSampling Ratio=100%, Backbone=Llama3-8B, Embeddings=BERT2026.0669.3
Low-rank SS (ours)Sampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0668.4
Uniform SamplingSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0667.7
Graph CutSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0667.7
K-CenterSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0667.4
Low-rank SS (ours)Sampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0667.1
Graph CutSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0667
Clustering-based SSSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0666.6
Low-rank SS (ours)Sampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0665.4
Uniform SamplingSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0665.3
K-CenterSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0665.3
Clustering-based SSSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0665.2
Graph CutSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0664.9
Uniform SamplingSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0663.5
K-CenterSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0658.4