Fine-tuning on GSM8k (val)
70.2AccuracyClustering-based SS
Evaluation Results
| Method | Links | |
|---|---|---|
| Clustering-based SSSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 70.2 | |
| FullSampling Ratio=100%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 69.3 | |
| Low-rank SS (ours)Sampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 68.4 | |
| Uniform SamplingSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 67.7 | |
| Graph CutSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 67.7 | |
| K-CenterSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 67.4 | |
| Low-rank SS (ours)Sampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 67.1 | |
| Graph CutSampling Ratio=25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 67 | |
| Clustering-based SSSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 66.6 | |
| Low-rank SS (ours)Sampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 65.4 | |
| Uniform SamplingSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 65.3 | |
| K-CenterSampling Ratio=12.5%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 65.3 | |
| Clustering-based SSSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 65.2 | |
| Graph CutSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 64.9 | |
| Uniform SamplingSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 63.5 | |
| K-CenterSampling Ratio=6.25%, Backbone=Llama3-8B, Embeddings=BERT2026.06 | 58.4 |