| Models | UiT-ViCTSD | UiT-ViHSD | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| AC↑ | F1↑ | AR↑ | ECE↓ | A@10↑ | AC↑ | F1↑ | AR↑ | ECE↓ | A@10↑ | |
| URA-LLaMa 70B | 0.32 ± 0.00 | 0.21 ± 0.00 | 0.72 ± 0.01 | 0.62 ± 0.00 | 0.33 ± 0.00 | 0.14 ± 0.00 | 0.12 ± 0.00 | 0.64 ± 0.02 | 0.61 ± 0.00 | 0.23 ± 0.00 |
| URA-LLaMa 13B | 0.27 ± 0.00 | 0.26 ± 0.00 | 0.56 ± 0.00 | 0.56 ± 0.00 | 0.12 ± 0.00 | 0.18 ± 0.00 | 0.11 ± 0.00 | 0.57 ± 0.01 | 0.45 ± 0.00 | 0.20 ± 0.00 |
| URA-LLaMa 7B | 0.22 ± 0.00 | 0.21 ± 0.00 | 0.63 ± 0.00 | 0.39 ± 0.00 | 0.36 ± 0.00 | 0.12 ± 0.00 | 0.07 ± 0.00 | 0.62 ± 0.00 | 0.38 ± 0.00 | 0.19 ± 0.00 |
| LLaMa-2 13B | 0.12 ± 0.00 | 0.11 ± 0.00 | 0.56 ± 0.01 | 0.66 ± 0.00 | 0.12 ± 0.00 | 0.10 ± 0.00 | 0.07 ± 0.00 | 0.59 ± 0.01 | 0.62 ± 0.00 | 0.24 ± 0.00 |
| LLaMa-2 7B | 0.04 ± 0.00 | 0.04 ± 0.00 | 0.62 ± 0.00 | 0.86 ± 0.00 | 0.02 ± 0.00 | 0.01 ± 0.00 | 0.00 ± 0.00 | 0.54 ± 0.00 | 0.79 ± 0.00 | 0.00 ± 0.00 |
| Vietcuna 7B | 0.11 ± 0.00 | 0.11 ± 0.00 | 0.54 ± 0.00 | 0.39 ± 0.00 | 0.13 ± 0.00 | 0.09 ± 0.00 | 0.05 ± 0.00 | 0.5 ± 0.00 | 0.24 ± 0.00 | 0.08 ± 0.00 |
| MixSUra 8x7B | 0.72 ± - | 0.39 ± - | - ± - | 0.25 ± - | 0.81 ± - | 0.66 ± - | 0.31 ± - | 0.67 ± - | 0.21 ± - | 0.82 ± - |
| GPT-3.5 | 0.51 ± 0.00 | 0.46 ± 0.00 | 0.5 ± 0.00 | 0.01 ± 0.00 | 0.54 ± 0.00 | 0.64 ± 0.00 | 0.47 ± 0.00 | - ± - | 0.30 ± 0.00 | 0.63 ± 0.00 |
| GPT-4 | 0.88 ± 0.00 | 0.71 ± 0.00 | - ± - | 0.38 ± 0.00 | 0.88 ± 0.00 | 0.78 ± 0.00 | 0.56 ± 0.00 | - ± - | 0.44 ± 0.00 | 0.78 ± 0.00 |