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ResearchFormerly WizWand

Fine-tuning on Average (GSM8k, ViGGO, SQL) (val)

81.1AccuracyFull
44.28453.84263.472.958Jun 14, 2026
Updated 4mo ago

Evaluation results

MethodLinks
FullSampling Ratio=100%, Backbone=Llama3-8B, Embeddings=BERT2026.0681.1
Low-rank SS (ours)Sampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0677.6
Clustering-based SSSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0677.5
Uniform SamplingSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0676.5
K-CenterSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0674.9
Graph CutSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0674
Clustering-based SSSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0671
Low-rank SS (ours)Sampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0670.4
Uniform SamplingSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0669.2
Graph CutSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0665.8
K-CenterSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0663.9
Low-rank SS (ours)Sampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0654.9
Clustering-based SSSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0654.6
K-CenterSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0652.3
Uniform SamplingSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0652
Graph CutSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0645.7