Web Image Translation on Multilingual Web Image Translation IT-EN
78.1BLEU ScoreVaaWIT on LLaMA3.1 (8B)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VaaWIT on LLaMA3.1 (8B)Backbone=LLaMA3.1 (8B), Tuning Strategy=DSAM + VAA2026.05 | 78.1 | 94.8 | |
| VaaWIT on Qwen3 (8B)Backbone=Qwen3 (8B), Tuning Strategy=DSAM + VAA2026.05 | 66 | 88.2 | |
| Full Fine-TuningBackbone=Qwen3-VL (8B), Tuning Strategy=Full Fine-Tuning2026.05 | 58.4 | 85.3 | |
| Qwen3-VL (32B)Tuning Strategy=Zero-Shot, Parameters=32B2026.05 | 48.7 | 80.5 | |
| GPT4.1†Tuning Strategy=Zero-Shot2026.05 | 48.6 | 89.4 | |
| Gemini2.5 Pro†Tuning Strategy=Zero-Shot2026.05 | 40.8 | 76.9 | |
| Qwen3-VL (8B)Tuning Strategy=Zero-Shot, Parameters=8B2026.05 | 32.8 | 74.7 | |
| LoRABackbone=Qwen3-VL (8B), Tuning Strategy=LoRA (r=8)2026.05 | 27.5 | 75.4 | |
| Chain-of-ThoughtBackbone=Qwen3-VL (8B), Tuning Strategy=Prompting2026.05 | 18.6 | 65.3 | |
| LLaMA3.2 (90B)Tuning Strategy=Zero-Shot, Parameters=90B2026.05 | 12.4 | 50.3 | |
| LLaVA-OV (7B)Tuning Strategy=Zero-Shot, Parameters=7B2026.05 | 12.2 | 62.9 | |
| LLaMA3.2 (11B)Tuning Strategy=Zero-Shot, Parameters=11B2026.05 | 10.1 | 61.4 | |
| EasyOCR_Google APIType=Cascaded Model2026.05 | 5.6 | 50.7 | |
| PP-OCR_Microsoft APIType=Cascaded Model2026.05 | 4.7 | 47.3 |