Attribution Quality Evaluation on HotpotQA
4.1Log-Prob DropRandom
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RandomTop-k=k = 1, Backbone=Qwen2.5-7B2025.06 | 4.1 | 78.2 | |
| RandomTop-k=k = 3, Backbone=Qwen2.5-7B2025.06 | 10.7 | 70.4 | |
| RandomTop-k=k = 5, Backbone=Qwen2.5-7B2025.06 | 18.4 | 64.9 | |
| ContextCiteTop-k=k = 1, Backbone=Qwen2.5-7B2025.06 | 54.1 | 49 | |
| SHAPTop-k=k = 1, Backbone=Qwen2.5-7B2025.06 | 62.8 | 50.4 | |
| CAMABTop-k=k = 1, Backbone=Qwen2.5-7B2025.06 | 65 | 48.6 | |
| ContextCiteTop-k=k = 3, Backbone=Qwen2.5-7B2025.06 | 80.2 | 39.3 | |
| ContextCiteTop-k=k = 5, Backbone=Qwen2.5-7B2025.06 | 86.7 | 37 | |
| SHAPTop-k=k = 3, Backbone=Qwen2.5-7B2025.06 | 87.9 | 39.4 | |
| CAMABTop-k=k = 3, Backbone=Qwen2.5-7B2025.06 | 91.7 | 37.2 | |
| SHAPTop-k=k = 5, Backbone=Qwen2.5-7B2025.06 | 94.8 | 37.5 | |
| CAMABTop-k=k = 5, Backbone=Qwen2.5-7B2025.06 | 97.2 | 35.5 |