Machine Translation on Multi30K MSCOCO eng → deu
38.5BLEUSMT-9B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SMT-9BInput Modality=Text, Speech, Speech Source=Synthetic2026.02 | 38.5 | 84 | |
| IMAGEInput Modality=Text, Image, Image Source=Synthetic2026.02 | 37.5 | 78.8 | |
| DeepSeek-V3.1Input Modality=Text2026.02 | 36.4 | 83.2 | |
| Gemma3-27B-itInput Modality=Text2026.02 | 36.1 | 83.2 | |
| Baseline + Lora (Text only)Input Modality=Text, Adaptation=LoRA2026.02 | 35.3 | 83 | |
| NLLB-moe-54BInput Modality=Text2026.02 | 34.7 | 82.1 | |
| ConsQA-MMTInput Modality=Text, Image, Image Source=Authentic2026.02 | 34.3 | — | |
| Baseline (Text only)Input Modality=Text2026.02 | 34.3 | 82.7 | |
| Soul-MixInput Modality=Text, Image, Image Source=Authentic2026.02 | 34.2 | — | |
| BridgeInput Modality=Text, Image, Image Source=Synthetic2026.02 | 32 | — | |
| Qwen3-Next-80B-A3BInput Modality=Text2026.02 | 31.9 | 82.5 | |
| VALHALLAInput Modality=Text, Image, Image Source=Synthetic2026.02 | 30.7 | — | |
| RG-MMT-EDCInput Modality=Text, Image, Image Source=Authentic2026.02 | 30 | — | |
| WRA-guidedInput Modality=Text, Image, Image Source=Authentic2026.02 | 28.5 | — | |
| DreamLLMInput Modality=Text, Image, Image Source=Synthetic2026.02 | 19.3 | 69.4 |