| Models | MLQA-MLM | VSEC | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EM↑ | CER↓ | WER↓ | CED↓ | WED↓ | PLX↓ | EM↑ | CER↓ | WER↓ | CED↓ | WED↓ | PLX↓ | |
| URA-LLaMa 70B | 0.00 ± 0.00 | 0.50 ± 0.01 | 0.64 ± 0.01 | 519.09 ± 10.96 | 115.82 ± 2.45 | 1.08 ± 0.01 | 0.00 ± 0.00 | 0.88 ± 0.00 | 1.01 ± 0.00 | 113.51 ± 0.57 | 29.91 ± 0.15 | 1.09 ± 0.00 |
| URA-LLaMa 13B | 0.00 ± 0.00 | 0.67 ± 0.00 | 0.78 ± 0.00 | 697.85 ± 11.62 | 161.34 ± 2.64 | 1.16 ± 0.02 | 0.01 ± 0.00 | 0.42 ± 0.01 | 0.56 ± 0.01 | 54.88 ± 0.77 | 14.50 ± 0.19 | 1.26 ± 0.00 |
| URA-LLaMa 7B | 0.00 ± 0.00 | 0.73 ± 0.00 | 0.88 ± 0.01 | 684.00 ± 13.18 | 166.87 ± 3.18 | 1.25 ± 0.01 | 0.01 ± 0.00 | 3.33 ± 0.04 | 3.14 ± 0.03 | 420.34 ± 5.66 | 85.79 ± 0.96 | 1.33 ± 0.00 |
| LLaMa-2 13B | 0.00 ± 0.00 | 0.90 ± 0.00 | 1.00 ± 0.00 | 881.97 ± 11.23 | 208.52 ± 2.52 | 1.10 ± 0.01 | 0.00 ± 0.00 | 1.32 ± 0.01 | 1.40 ± 0.01 | 160.06 ± 1.16 | 38.12 ± 0.23 | 1.11 ± 0.00 |
| LLaMa-2 7B | 0.00 ± 0.00 | 0.95 ± 0.00 | 1.07 ± 0.01 | 860.42 ± 13.18 | 210.21 ± 3.18 | 1.25 ± 0.01 | 0.00 ± 0.00 | 1.54 ± 0.04 | 1.55 ± 0.03 | 171.28 ± 5.66 | 40.18 ± 0.96 | 1.14 ± 0.00 |
| Vietcuna 7B | 0.00 ± 0.00 | 1.00 ± 0.00 | 1.00 ± 0.00 | 951.53 ± 12.37 | 208.57 ± 2.73 | 1.48 ± 0.01 | 0.01 ± 0.00 | 1.11 ± 0.01 | 1.20 ± 0.01 | 139.90 ± 1.39 | 33.94 ± 0.33 | 1.61 ± 0.00 |
| GPT-3.5 | 0.00 ± 0.00 | 0.34 ± 0.01 | 0.50 ± 0.01 | 422.30 ± 10.79 | 100.33 ± 2.44 | - | 0.02 ± 0.00 | 0.16 ± 0.00 | 0.30 ± 0.00 | 12.63 ± 0.34 | 3.48 ± 0.09 | - |
| GPT-4 | 0.04 ± 0.00 | 0.40 ± 0.01 | 0.45 ± 0.01 | 381.88 ± 10.26 | 93.34 ± 2.39 | - | 0.60 ± 0.01 | 0.14 ± 0.00 | 0.26 ± 0.00 | 13.58 ± 0.45 | 3.67 ± 0.12 | - |