Fine-tuning on SQL (val)
79.9AccuracyFull
Evaluation Results
| Method | Links | |
|---|---|---|
| FullSampling Ratio=100%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 79.9 | |
| K-CenterSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 77.1 | |
| Low-rank SS (ours)Sampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 76.1 | |
| Uniform SamplingSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 75.6 | |
| Clustering-based SSSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 75.6 | |
| K-CenterSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 75.3 | |
| Low-rank SS (ours)Sampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 74.4 | |
| Uniform SamplingSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 74.1 | |
| Clustering-based SSSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 73.7 | |
| Graph CutSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 73.3 | |
| K-CenterSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 73 | |
| Graph CutSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 71.1 | |
| Low-rank SS (ours)Sampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 70.4 | |
| Clustering-based SSSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 68.3 | |
| Uniform SamplingSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 66.2 | |
| Graph CutSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 58.5 |