Text Generation on MSCOCO
57.2BLEU-1SARE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SAREBase Model=mPLUG-Owl-7B, Setting=w/ Adversarial2026.01 | 57.2 | 41.4 | 24.6 | 90.1 | 0.122 | |
| SAREBase Model=mPLUG-Owl-7B, Setting=Origin2026.01 | 53.5 | 38.2 | 22.2 | 89.6 | 0.118 | |
| EFUFBase Model=mPLUG-Owl-7B, Setting=Origin2026.01 | 52.3 | 37.2 | 21.4 | 90 | 0.139 | |
| EFUFBase Model=mPLUG-Owl-7B, Setting=w/ Adversarial2026.01 | 52.2 | 37.1 | 21.3 | 89.9 | 0.112 | |
| SAREBase Model=mPLUG-Owl-7B, Setting=w/ Relearn 602026.01 | 51.2 | 36.3 | 20.8 | 89.6 | 0.11 | |
| SAREBase Model=mPLUG-Owl-7B, Setting=w/ Relearn 1002026.01 | 50.7 | 35.8 | 20.4 | 89 | 0.11 | |
| SAREBase Model=mPLUG-Owl-7B, Setting=w/ Relearn 1402026.01 | 49.9 | 35.1 | 19.9 | 88.4 | 0.108 | |
| EFUFBase Model=mPLUG-Owl-7B, Setting=w/ Relearn 602026.01 | 49.7 | 34.8 | 19.7 | 89.1 | 0.107 | |
| SAREBase Model=mPLUG-Owl-7B, Setting=w/ LoRA FT2026.01 | 49.3 | 34.8 | 19.6 | 88.1 | 0.096 | |
| SAREBase Model=LLaVA-v1.5-7B, Setting=w/ Adversarial2026.01 | 48.5 | 33.9 | 19.2 | 92.4 | 0.104 | |
| SAREBase Model=LLaVA-v1.5-7B, Setting=Origin2026.01 | 48 | 33.5 | 18.9 | 92.1 | 0.101 | |
| SAREBase Model=LLaVA-v1.5-7B, Setting=w/ Relearn 1002026.01 | 48 | 33.4 | 18.8 | 92 | 0.098 | |
| SAREBase Model=LLaVA-v1.5-7B, Setting=w/ Relearn 1402026.01 | 48 | 33.5 | 18.9 | 92 | 0.099 | |
| SAREBase Model=LLaVA-v1.5-7B, Setting=w/ Relearn 602026.01 | 47.9 | 33.4 | 18.8 | 92.1 | 0.098 | |
| EFUFBase Model=mPLUG-Owl-7B, Setting=w/ Relearn 1002026.01 | 47.7 | 33.1 | 18.4 | 89.9 | 0.107 | |
| EFUFBase Model=mPLUG-Owl-7B, Setting=w/ LoRA FT2026.01 | 47.5 | 32.6 | 18 | 89.5 | 0.107 | |
| EFUFBase Model=LLaVA-v1.5-7B, Setting=Origin2026.01 | 47.1 | 32.7 | 18.2 | 93.5 | 0.113 | |
| SAREBase Model=LLaVA-v1.5-7B, Setting=w/ LoRA FT2026.01 | 46.4 | 31.9 | 17.6 | 91.2 | 0.084 | |
| EFUFBase Model=LLaVA-v1.5-7B, Setting=w/ Relearn 602026.01 | 45.8 | 31.5 | 17.3 | 93.5 | 0.111 | |
| EFUFBase Model=LLaVA-v1.5-7B, Setting=w/ LoRA FT2026.01 | 45.8 | 31.3 | 17 | 92.2 | 0.12 | |
| EFUFBase Model=mPLUG-Owl-7B, Setting=w/ Relearn 1402026.01 | 45.8 | 31.4 | 17 | 89.9 | 0.106 | |
| EFUFBase Model=LLaVA-v1.5-7B, Setting=w/ Relearn 1002026.01 | 45.6 | 31.3 | 17.1 | 93.9 | 0.113 | |
| EFUFBase Model=LLaVA-v1.5-7B, Setting=w/ Relearn 1402026.01 | 45.2 | 30.9 | 16.7 | 93.7 | 0.114 | |
| EFUFBase Model=LLaVA-v1.5-7B, Setting=w/ Adversarial2026.01 | 44.7 | 30.5 | 16.5 | 92.6 | 0.116 | |
| VanillaBase Model=LLaVA-v1.5-7B, Setting=Baseline2026.01 | 43.3 | 29.2 | 15.4 | 93.7 | 0.139 | |
| VanillaBase Model=mPLUG-Owl-7B, Setting=Baseline2026.01 | 43.3 | 29.1 | 15.1 | 91.1 | 0.129 |