Data Valuation Ranking Quality on Alpaca, GSM8K, and CodeXGLUE-Python Aggregate (val)
0.986Mean Spearman Correlation (ρ)Proxy gain
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Proxy gain2026.04 | 0.986 | 100 | |
| Unifiedvariant=fixed weights2026.04 | 0.483 | 0 | |
| Unifiedvariant=calibrated2026.04 | 0.431 | 16.7 | |
| Row count2026.04 | 0.203 | 16.7 | |
| DQS only2026.04 | 0.105 | 0 | |
| Token count2026.04 | -0.007 | 16.7 | |
| Shapley only2026.04 | -0.042 | 16.7 | |
| Influence only2026.04 | -0.932 | 0 |