| Models | ZaloE2E | ViMMRC | |||||
|---|---|---|---|---|---|---|---|
| EM↑ | F1↑ | AC↑ | F1↑ | AR↑ | ECE↓ | A@10↑ | |
| URA-LLaMa 70B | 0.23 ± 0.00 | 0.37 ± 0.00 | 0.65 ± 0.00 | 0.53 ± 0.00 | 0.84 ± 0.00 | 0.11 ± 0.00 | 0.77 ± 0.00 |
| URA-LLaMa 13B | 0.18 ± 0.00 | 0.30 ± 0.00 | 0.41 ± 0.00 | 0.34 ± 0.00 | 0.61 ± 0.00 | 0.22 ± 0.00 | 0.58 ± 0.00 |
| URA-LLaMa 7B | 0.10 ± 0.00 | 0.18 ± 0.00 | 0.33 ± 0.02 | 0.28 ± 0.02 | 0.61 ± 0.01 | 0.19 ± 0.02 | 0.33 ± 0.06 |
| LLaMa-2 13B | 0.13 ± 0.00 | 0.21 ± 0.00 | 0.39 ± 0.00 | 0.31 ± 0.00 | 0.56 ± 0.00 | 0.46 ± 0.00 | 0.33 ± 0.00 |
| LLaMa-2 7B | 0.02 ± 0.00 | 0.05 ± 0.00 | 0.26 ± 0.01 | 0.20 ± 0.01 | 0.51 ± 0.01 | 0.46 ± 0.01 | 0.13 ± 0.03 |
| Vietcuna 7B | 0.05 ± 0.00 | 0.15 ± 0.00 | 0.26 ± 0.01 | 0.14 ± 0.00 | 0.50 ± 0.00 | 0.01 ± 0.01 | 0.21 ± 0.07 |
| MixSUra 8x7B | 0.13 ± - | 0.24 ± - | 0.57 ± - | 0.45 ± - | 0.53 ± - | 0.35 ± - | 0.58 ± - |
| GPT-3.5 | 0.45 ± 0.01 | 0.61 ± 0.01 | 0.90 ± 0.01 | 0.72 ± 0.04 | - | 0.65 ± 0.01 | 0.88 ± 0.07 |
| GPT-4 | 0.44 ± 0.01 | 0.61 ± 0.01 | 0.91 ± 0.01 | 0.73 ± 0.07 | - | 0.66 ± 0.07 | 0.88 ± 0.04 |