Language Quality Evaluation on CHAIR benchmark (test)
19.2BLEU-1SAKED
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SAKEDModel=LLaVA-1.52026.02 | 19.2 | 12 | 7.1 | 4.4 | 32.5 | 17.1 | |
| DolaModel=LLaVA-1.52026.02 | 18.9 | 11 | 6.3 | 3.9 | 31.8 | 16 | |
| DecoModel=LLaVA-1.52026.02 | 17 | 11 | 6.6 | 4.1 | 29.8 | 15.5 | |
| SAKEDModel=InstructBLIP2026.02 | 16.6 | 10.7 | 6.5 | 4.1 | 30.4 | 14.9 | |
| SAVERModel=LLaVA-1.52026.02 | 16.3 | 10.2 | 6 | 3.7 | 29 | 14.8 | |
| SAKEDModel=Average2026.02 | 16.1 | 10.2 | 6 | 3.7 | 29 | 14.4 | |
| DecoModel=InstructBLIP2026.02 | 15.9 | 10.6 | 6.6 | 4.2 | 29.4 | 14.7 | |
| DecoModel=Average2026.02 | 15.7 | 10.2 | 6.2 | 3.9 | 28.6 | 14.3 | |
| SAVERModel=Average2026.02 | 15.1 | 9.7 | 5.8 | 3.6 | 27.9 | 13.8 | |
| SAVERModel=InstructBLIP2026.02 | 15 | 10.3 | 6.4 | 4.1 | 28.2 | 14.3 | |
| DolaModel=Average2026.02 | 14.8 | 8.7 | 4.9 | 3 | 27.1 | 12.8 | |
| DecoModel=InternVL32026.02 | 14.2 | 9.1 | 5.3 | 3.3 | 26.5 | 12.7 | |
| DolaModel=InstructBLIP2026.02 | 14 | 8.1 | 4.6 | 2.8 | 26.7 | 12.1 | |
| SAVERModel=InternVL32026.02 | 13.9 | 8.6 | 4.9 | 3 | 26.4 | 12.3 | |
| SAKEDModel=InternVL32026.02 | 12.4 | 7.8 | 4.3 | 2.6 | 24 | 11.1 | |
| DolaModel=InternVL32026.02 | 11.5 | 7 | 3.7 | 2.2 | 22.8 | 10.3 |