Influence Estimation on Benchmarks Budgets k=1, 5, 10, 25 (Aggregated)
42.73AUC (SR, dB)FL most inf.
Evaluation results
| Method | Links | |
|---|---|---|
| FL most inf.Estimator=BM25Estimator, lambda=0.52026.01 | 42.73 | |
| FL most inf.Estimator=BM25Estimator, lambda=0.752026.01 | 42.69 | |
| FL most inf.Estimator=BM25Estimator, lambda=0.252026.01 | 42.36 | |
| DIVINE most inf.Estimator=BM25Estimator2026.01 | 40.1 | |
| AIDEEstimator=BM25Estimator2026.01 | 38.2 | |
| most inf.Estimator=BM25Estimator2026.01 | 38.16 | |
| FL most inf.Estimator=BM25Estimator, lambda=12026.01 | 29.03 | |
| FL least inf.Estimator=DataInfEstimator, lambda=0.52026.01 | 13.67 | |
| FL least inf.Estimator=DataInfEstimator, lambda=0.752026.01 | 13.67 | |
| FL least inf.Estimator=DataInfEstimator, lambda=12026.01 | 13.67 | |
| FL least inf.Estimator=DataInfEstimator, lambda=0.252026.01 | 13.67 | |
| FL least inf.Estimator=LESSEstimator, lambda=0.52026.01 | 13.67 | |
| FL least inf.Estimator=LESSEstimator, lambda=0.752026.01 | 13.67 | |
| FL least inf.Estimator=LESSEstimator, lambda=12026.01 | 13.67 | |
| FL least inf.Estimator=LESSEstimator, lambda=0.252026.01 | 13.67 | |
| DIVINE least inf.Estimator=DataInfEstimator2026.01 | 13.66 | |
| least inf.Estimator=DataInfEstimator2026.01 | 13.66 | |
| DIVINE least inf.Estimator=LESSEstimator2026.01 | 13.66 | |
| least inf.Estimator=LESSEstimator2026.01 | 13.66 | |
| least inf.Estimator=BM25Estimator2026.01 | 12.88 | |
| FL least inf.Estimator=BM25Estimator, lambda=0.252026.01 | 12.82 | |
| FL least inf.Estimator=BM25Estimator, lambda=0.52026.01 | 12.68 | |
| FL least inf.Estimator=BM25Estimator, lambda=0.752026.01 | 12.42 | |
| DIVINE least inf.Estimator=BM25Estimator2026.01 | 11.62 | |
| FL least inf.Estimator=BM25Estimator, lambda=12026.01 | 11.37 | |
| randomEstimator=DataInfEstimator2026.01 | 10.95 | |
| randomEstimator=LESSEstimator2026.01 | 10.95 | |
| randomEstimator=BM25Estimator2026.01 | 10.95 | |
| DIVINE most harmfulEstimator=DataInfEstimator2026.01 | -3.34 | |
| DIVINE most inf.Estimator=DataInfEstimator2026.01 | -4.03 | |
| FL most helpfulEstimator=DataInfEstimator, lambda=12026.01 | -4.13 | |
| FL most harmfulEstimator=DataInfEstimator, lambda=12026.01 | -4.26 | |
| FL most helpfulEstimator=LESSEstimator, lambda=12026.01 | -4.29 | |
| DIVINE most helpfulEstimator=DataInfEstimator2026.01 | -4.62 | |
| DIVINE most helpfulEstimator=LESSEstimator2026.01 | -4.85 | |
| FL most harmfulEstimator=DataInfEstimator, lambda=0.752026.01 | -4.95 | |
| FL most harmfulEstimator=LESSEstimator, lambda=12026.01 | -4.98 | |
| FL most helpfulEstimator=DataInfEstimator, lambda=0.752026.01 | -5.23 | |
| FL most inf.Estimator=DataInfEstimator, lambda=12026.01 | -5.38 | |
| FL most helpfulEstimator=LESSEstimator, lambda=0.752026.01 | -5.38 | |
| FL most inf.Estimator=LESSEstimator, lambda=12026.01 | -5.43 | |
| DIVINE most harmfulEstimator=LESSEstimator2026.01 | -5.45 | |
| FL most harmfulEstimator=LESSEstimator, lambda=0.752026.01 | -5.54 | |
| FL most helpfulEstimator=DataInfEstimator, lambda=0.52026.01 | -5.64 | |
| DIVINE most inf.Estimator=LESSEstimator2026.01 | -5.72 | |
| FL most harmfulEstimator=LESSEstimator, lambda=0.52026.01 | -5.74 | |
| FL most helpfulEstimator=LESSEstimator, lambda=0.52026.01 | -5.88 | |
| FL most helpfulEstimator=DataInfEstimator, lambda=0.252026.01 | -5.9 | |
| FL most inf.Estimator=LESSEstimator, lambda=0.752026.01 | -5.95 | |
| FL most harmfulEstimator=DataInfEstimator, lambda=0.52026.01 | -6.1 | |
| FL most inf.Estimator=DataInfEstimator, lambda=0.752026.01 | -6.18 | |
| FL most helpfulEstimator=LESSEstimator, lambda=0.252026.01 | -6.19 | |
| FL most harmfulEstimator=LESSEstimator, lambda=0.252026.01 | -6.32 | |
| FL most inf.Estimator=LESSEstimator, lambda=0.52026.01 | -6.37 | |
| FL most harmfulEstimator=DataInfEstimator, lambda=0.252026.01 | -6.55 | |
| AIDEEstimator=LESSEstimator2026.01 | -6.56 | |
| FL most inf.Estimator=DataInfEstimator, lambda=0.52026.01 | -6.62 | |
| FL most inf.Estimator=LESSEstimator, lambda=0.252026.01 | -6.73 | |
| FL most inf.Estimator=DataInfEstimator, lambda=0.252026.01 | -6.95 | |
| AIDEEstimator=DataInfEstimator2026.01 | -7.04 | |
| most helpfulEstimator=DataInfEstimator2026.01 | -7.46 | |
| most helpfulEstimator=LESSEstimator2026.01 | -7.67 | |
| most harmfulEstimator=LESSEstimator2026.01 | -7.8 | |
| most inf.Estimator=LESSEstimator2026.01 | -8.28 | |
| most harmfulEstimator=DataInfEstimator2026.01 | -8.33 | |
| most inf.Estimator=DataInfEstimator2026.01 | -8.87 |