Machine Translation on FLEURS Vi-En (test)
33.72BLEUclean & PiDA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| clean & PiDAText-only=true, LLM-independent=true2026.06 | 33.72 | 86 | |
| PiDA onlyText-only=true, LLM-independent=true2026.06 | 33.58 | 86 | |
| clean & freq-based subsText-only=true, LLM-independent=true2026.06 | 33.13 | 86 | |
| clean & real noisyText-only=true, LLM-independent=false2026.06 | 33.09 | 86 | |
| clean pairs (baseline)Text-only=true, LLM-independent=true2026.06 | 33.04 | 86 | |
| freq-based subs onlyText-only=true, LLM-independent=true2026.06 | 32.9 | 86 | |
| clean & MEDSAGEText-only=true, LLM-independent=false2026.06 | 32.59 | 86 | |
| MEDSAGE onlyText-only=true, LLM-independent=false2026.06 | 32.45 | 86 | |
| real noisy onlyText-only=true, LLM-independent=false2026.06 | 32 | 85 | |
| No fine-tuningText-only=false, LLM-independent=false2026.06 | 28.05 | 84 |