Influence Estimation on TruthfulQA (test)
0.574Spearman CorrelationTracIn
Evaluation Results
| Method | Links | |
|---|---|---|
| TracInTraining Dataset Size Condition=Equal2024.01 | 0.574 | |
| UnTrac-InvTraining Dataset Size Condition=Equal2024.01 | 0.571 | |
| GradCosTraining Dataset Size Condition=Equal2024.01 | 0.446 | |
| UnTracTraining Dataset Size Condition=Equal2024.01 | 0.374 | |
| UnTrac-InvTraining Dataset Size Condition=Different2024.01 | 0.265 | |
| HIF (Arnoldi)Training Dataset Size Condition=Equal2024.01 | 0.218 | |
| UnTracTraining Dataset Size Condition=Different2024.01 | 0.144 | |
| GradDotTraining Dataset Size Condition=Equal2024.01 | 0.122 | |
| TracInTraining Dataset Size Condition=Different2024.01 | 0.02 | |
| HIF (LISSA)Training Dataset Size Condition=Different2024.01 | -0.127 | |
| HIF (LISSA)Training Dataset Size Condition=Equal2024.01 | -0.191 | |
| HIF (Arnoldi)Training Dataset Size Condition=Different2024.01 | -0.243 | |
| GradCosTraining Dataset Size Condition=Different2024.01 | -0.331 | |
| GradDotTraining Dataset Size Condition=Different2024.01 | -0.483 |