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Fine-tuning on SQL (val)

79.9AccuracyFull
57.64463.42269.274.978Jun 14, 2026
Updated 4mo ago

Evaluation results

MethodLinks
FullSampling Ratio=100%, Backbone=Llama3-8B, Embeddings=BERT2026.0679.9
K-CenterSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0677.1
Low-rank SS (ours)Sampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0676.1
Uniform SamplingSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0675.6
Clustering-based SSSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0675.6
K-CenterSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0675.3
Low-rank SS (ours)Sampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0674.4
Uniform SamplingSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0674.1
Clustering-based SSSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0673.7
Graph CutSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.0673.3
K-CenterSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0673
Graph CutSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.0671.1
Low-rank SS (ours)Sampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0670.4
Clustering-based SSSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0668.3
Uniform SamplingSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0666.2
Graph CutSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.0658.5