| Models | UiT-VSMEC | PhoATIS | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| AC↑ | F1↑ | AR↑ | ECE↓ | A@10↑ | AC↑ | F1↑ | AR↑ | ECE↓ | A@10↑ | |
| URA-LLaMa 70B | 0.25 ± 0.00 | 0.16 ± 0.00 | 0.56 ± 0.02 | 0.20 ± 0.00 | 0.33 ± 0.00 | 0.16 ± 0.02 | 0.26 ± 0.03 | 0.79 ± 0.00 | 0.79 ± 0.02 | 0.08 ± 0.06 |
| URA-LLaMa 13B | 0.30 ± 0.00 | 0.11 ± 0.00 | 0.51 ± 0.01 | 0.26 ± 0.00 | 0.44 ± 0.00 | 0.01 ± 0.01 | 0.05 ± 0.01 | 0.47 ± 0.01 | 0.84 ± 0.01 | 0.00 ± 0.04 |
| URA-LLaMa 7B | 0.29 ± 0.00 | 0.10 ± 0.00 | 0.57 ± 0.01 | 0.17 ± 0.00 | 0.30 ± 0.00 | 0.02 ± 0.01 | 0.04 ± 0.00 | 0.55 ± 0.01 | 0.18 ± 0.01 | 0.01 ± 0.02 |
| LLaMa-2 13B | 0.19 ± 0.00 | 0.07 ± 0.00 | 0.52 ± 0.01 | 0.47 ± 0.00 | 0.43 ± 0.00 | 0.02 ± 0.00 | 0.06 ± 0.00 | 0.57 ± 0.01 | 0.91 ± 0.00 | 0.01 ± 0.00 |
| LLaMa-2 7B | 0.17 ± 0.00 | 0.10 ± 0.00 | 0.55 ± 0.00 | 0.33 ± 0.00 | 0.29 ± 0.00 | 0.01 ± 0.01 | 0.00 ± 0.00 | 0.56 ± 0.00 | 0.69 ± 0.01 | 0.02 ± 0.02 |
| Vietcuna 7B | 0.09 ± 0.00 | 0.09 ± 0.00 | 0.51 ± 0.01 | 0.91 ± 0.00 | 0.09 ± 0.00 | 0.02 ± 0.01 | 0.01 ± 0.00 | 0.55 ± 0.01 | 0.23 ± 0.01 | 0.02 ± 0.01 |
| MixSUra 8x7B | 0.35 ± - | 0.27 ± - | 0.70 ± - | 0.58 ± - | 0.70 ± - | 0.80 ± - | 55 ± - | 0.94 ± - | 0.15 ± - | 0.88 ± - |
| GPT-3.5 | 0.42 ± 0.00 | 0.41 ± 0.00 | - | 0.28 ± 0.00 | 0.30 ± 0.00 | 0.68 ± 0.02 | 0.64 ± 0.03 | - | 0.62 ± 0.02 | 0.70 ± 0.05 |
| GPT-4 | 0.48 ± 0.00 | 0.45 ± 0.00 | - | 0.33 ± 0.00 | 0.40 ± 0.00 | 0.86 ± 0.01 | 0.80 ± 0.02 | - | 0.80 ± 0.01 | 0.91 ± 0.03 |