| Models | UiT-ViCTSD | UiT-ViHSD | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| AC↑ | F1↑ | AR↑ | ECE↓ | A@10↑ | AC↑ | F1↑ | AR↑ | ECE↓ | A@10↑ | |
| URA-LLaMa 70B | 0.44 ± 0.01 | 0.27 ± 0.01 | 0.75 ± 0.01 | 0.52 ± 0.01 | 0.37 ± 0.02 | 0.17 ± 0.00 | 0.15 ± 0.00 | 0.64 ± 0.01 | 0.57 ± 0.00 | 0.27 ± 0.02 |
| URA-LLaMa 13B | 0.44 ± 0.01 | 0.30 ± 0.05 | 0.67 ± 0.01 | 0.33 ± 0.01 | 0.41 ± 0.03 | 0.26 ± 0.01 | 0.16 ± 0.00 | 0.61 ± 0.01 | 0.42 ± 0.01 | 0.21 ± 0.02 |
| URA-LLaMa 7B | 0.43 ± 0.01 | 0.40 ± 0.01 | 0.60 ± 0.01 | 0.29 ± 0.01 | 0.71 ± 0.02 | 0.16 ± 0.00 | 0.10 ± 0.00 | 0.67 ± 0.01 | 0.32 ± 0.00 | 0.28 ± 0.02 |
| LLaMa-2 13B | 0.28 ± 0.01 | 0.19 ± 0.00 | 0.67 ± 0.01 | 0.52 ± 0.01 | 0.63 ± 0.03 | 0.17 ± 0.00 | 0.11 ± 0.00 | 0.62 ± 0.01 | 0.58 ± 0.00 | 0.44 ± 0.02 |
| LLaMa-2 7B | 0.16 ± 0.01 | 0.12 ± 0.01 | 0.61 ± 0.01 | 0.66 ± 0.01 | 0.08 ± 0.02 | 0.01 ± 0.00 | 0.01 ± 0.00 | 0.56 ± 0.01 | 0.71 ± 0.00 | 0.01 ± 0.02 |
| Vietcuna 7B | 0.08 ± 0.00 | 0.10 ± 0.01 | 0.50 ± 0.00 | 0.42 ± 0.00 | 0.08 ± 0.03 | 0.61 ± 0.01 | 0.21 ± 0.00 | 0.50 ± 0.00 | 0.28 ± 0.01 | 0.61 ± 0.02 |
| MixSUra 8x7B | 0.70 ± - | 0.39 ± - | - ± - | 0.29 ± - | 0.80 ± - | 0.58 ± - | 0.31 ± - | 0.68 ± - | 0.30 ± - | 0.93 ± - |
| GPT-3.5 | 0.63 ± 0.02 | 0.54 ± 0.02 | - | 0.13 ± 0.02 | 0.63 ± 0.05 | 0.63 ± 0.01 | 0.47 ± 0.01 | - | 0.29 ± 0.01 | 0.63 ± 0.02 |
| GPT-4 | 0.89 ± 0.00 | 0.71 ± 0.01 | - | 0.39 ± 0.00 | 0.89 ± 0.03 | 0.77 ± 0.01 | 0.57 ± 0.01 | - | 0.44 ± 0.01 | 0.77 ± 0.02 |