Data valuation ranking on Prototype benchmark
0.9Spearman ρ (Realized Gain)Proxy gain only
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Proxy gain only2026.04 | 0.9 | 100 | |
| UnifiedWeight Mode=calibrated2026.04 | 0.7 | 50 | |
| DQS only2026.04 | 0.4 | 50 | |
| Row count2026.04 | 0.2 | 50 | |
| UnifiedWeight Mode=fixed2026.04 | 0.1 | 0 | |
| Token count2026.04 | 0 | 50 |