Concept Activation Analysis on Concept Activation Dataset
2.156Z-scoreConcept Induction x GPT-4
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Concept Induction x GPT-4Analysis Framework=CAV, Statistical Test=Mann-Whitney U test2024.04 | 2.156 | 0.0308 | |
| CLIP-Dissect x GPT-4Analysis Framework=CAR, Statistical Test=Mann-Whitney U test2024.04 | 1.968 | 0.0488 | |
| Concept Induction x GPT-4Analysis Framework=CAR, Statistical Test=Mann-Whitney U test2024.04 | 1.7792 | 0.0751 | |
| CLIP-Dissect x GPT-4Analysis Framework=CAV, Statistical Test=Mann-Whitney U test2024.04 | 1.7494 | 0.0801 | |
| Concept Induction x CLIP-DissectAnalysis Framework=CAV, Statistical Test=Mann-Whitney U test2024.04 | 0.1252 | 0.9004 | |
| Concept Induction x CLIP-DissectAnalysis Framework=CAR, Statistical Test=Mann-Whitney U test2024.04 | -0.8717 | 0.3834 |