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ResearchFormerly WizWand

Fine-tuning on ViGGO (val)

94AccuracyFull
10.38432.09253.875.508Jun 14, 2026
Updated 4mo ago

Evaluation results

MethodLinks
FullSampling Ratio=100%, Backbone=Llama3-8B, Embeddings=BERT2026.0694
Low-rank SS (ours)Sampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0688.3
Clustering-based SSSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0686.6
Uniform SamplingSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0686.3
Graph CutSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0681.7
K-CenterSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0680.3
Clustering-based SSSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0672.8
Low-rank SS (ours)Sampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0669.7
Uniform SamplingSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0668.3
Graph CutSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0658.6
K-CenterSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0651
Clustering-based SSSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0630.3
Low-rank SS (ours)Sampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0628.8
Uniform SamplingSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0626.2
K-CenterSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0625.5
Graph CutSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0613.6