Context Attribution on CNN/DM random subset of 10,000 samples
1.129Log-Probability DropCAMAB
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CAMABk=5, Query budget=40, Model=LLaMA-3.1-8B2025.06 | 1.129 | 40.5 | |
| SHAPk=5, Query budget=40, Model=LLaMA-3.1-8B2025.06 | 1.041 | 40.6 | |
| ContextCitek=5, Query budget=40, Model=LLaMA-3.1-8B2025.06 | 1.025 | 45.9 | |
| SHAPk=3, Query budget=40, Model=LLaMA-3.1-8B2025.06 | 0.843 | 48.3 | |
| CAMABk=3, Query budget=40, Model=LLaMA-3.1-8B2025.06 | 0.84 | 48.5 | |
| ContextCitek=3, Query budget=40, Model=LLaMA-3.1-8B2025.06 | 0.801 | 53.5 | |
| CAMABk=1, Query budget=40, Model=LLaMA-3.1-8B2025.06 | 0.4 | 61.3 | |
| SHAPk=1, Query budget=40, Model=LLaMA-3.1-8B2025.06 | 0.398 | 61.7 | |
| Randomk=5, Query budget=40, Model=LLaMA-3.1-8B2025.06 | 0.389 | 60.1 | |
| ContextCitek=1, Query budget=40, Model=LLaMA-3.1-8B2025.06 | 0.358 | 66.8 | |
| Randomk=3, Query budget=40, Model=LLaMA-3.1-8B2025.06 | 0.224 | 65.6 | |
| Randomk=1, Query budget=40, Model=LLaMA-3.1-8B2025.06 | 0.073 | 73.4 |