Knowledge Boundary Expression on MMedBench (test)
69.9F1 ScoreLSCL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LSCLBase Model=Doubao-flash2026.02 | 69.9 | 94 | 69.1 | |
| LSCLBase Model=Qwen2-7B2026.02 | 69.6 | 91.9 | 69.1 | |
| LSCLBase Model=Qwen-flash2026.02 | 67 | 90.7 | 67.5 | |
| Token probsBase Model=Qwen2-7B2026.02 | 65 | 94 | 66.5 | |
| Token probsBase Model=Doubao-flash2026.02 | 64.8 | 94.4 | 66.8 | |
| Token probsBase Model=Qwen-flash2026.02 | 61.9 | 90.3 | 61 | |
| Posterior promptBase Model=Doubao-flash2026.02 | 53.9 | 91.9 | 53.1 | |
| Prior promptBase Model=Doubao-flash2026.02 | 52.6 | 91.7 | 52.3 | |
| Prior promptBase Model=Qwen-flash2026.02 | 48.8 | 87.8 | 50.2 | |
| Prior promptBase Model=Qwen2-7B2026.02 | 46.2 | 77.2 | 49.2 | |
| Posterior promptBase Model=Qwen2-7B2026.02 | 45.9 | 79.4 | 50 | |
| Guiding by promptBase Model=Doubao-flash2026.02 | 39.5 | 86.3 | 40 | |
| Guiding by promptBase Model=Qwen-flash2026.02 | 31.2 | 88.1 | 33.3 | |
| Guiding by promptBase Model=Qwen2-7B2026.02 | 26.2 | 64.8 | 33.3 | |
| Posterior promptBase Model=Qwen-flash2026.02 | 9.6 | 10.6 | 50 |