| Models | UiT-ViCTSD | UiT-ViHSD | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| AC↑ | F1↑ | AR↑ | ECE↓ | A@10↑ | AC↑ | F1↑ | AR↑ | ECE↓ | A@10↑ | |
| URA-LLaMa 70B | 0.61 ± 0.01 | 0.52 ± 0.01 | 0.77 ± 0.01 | 0.17 ± 0.01 | 0.97 ± 0.01 | 0.38 ± 0.01 | 0.34 ± 0.01 | 0.74 ± 0.01 | 0.25 ± 0.01 | 0.91 ± 0.01 |
| URA-LLaMa 13B | 0.46 ± 0.01 | 0.28 ± 0.03 | 0.53 ± 0.02 | 0.22 ± 0.01 | 0.48 ± 0.03 | 0.33 ± 0.01 | 0.18 ± 0.00 | 0.60 ± 0.01 | 0.35 ± 0.01 | 0.54 ± 0.02 |
| URA-LLaMa 7B | 0.25 ± 0.01 | 0.19 ± 0.01 | 0.53 ± 0.01 | 0.38 ± 0.01 | 0.13 ± 0.02 | 0.19 ± 0.00 | 0.13 ± 0.00 | 0.55 ± 0.01 | 0.46 ± 0.01 | 0.13 ± 0.01 |
| LLaMa-2 13B | 0.16 ± 0.01 | 0.14 ± 0.00 | 0.40 ± 0.01 | 0.50 ± 0.01 | 0.24 ± 0.02 | 0.09 ± 0.00 | 0.13 ± 0.00 | 0.38 ± 0.01 | 0.63 ± 0.00 | 0.10 ± 0.01 |
| LLaMa-2 7B | 0.13 ± 0.01 | 0.14 ± 0.01 | 0.45 ± 0.02 | 0.69 ± 0.01 | 0.09 ± 0.01 | 0.03 ± 0.00 | 0.05 ± 0.01 | 0.56 ± 0.01 | 0.75 ± 0.00 | 0.00 ± 0.00 |
| Vietcuna 7B | 0.09 ± 0.00 | 0.07 ± 0.00 | 0.50 ± 0.00 | 0.41 ± 0.00 | 0.10 ± 0.03 | 0.07 ± 0.00 | 0.04 ± 0.00 | 0.50 ± 0.00 | 0.26 ± 0.00 | 0.07 ± 0.01 |
| GPT-3.5 | 0.75 ± 0.01 | 0.61 ± 0.02 | - | 0.25 ± 0.01 | 0.80 ± 0.04 | 0.55 ± 0.01 | 0.42 ± 0.01 | - | 0.22 ± 0.01 | 0.55 ± 0.02 |
| GPT-4 | 0.89 ± 0.01 | 0.69 ± 0.01 | - | 0.39 ± 0.01 | 0.89 ± 0.03 | 0.75 ± 0.01 | 0.53 ± 0.01 | - | 0.42 ± 0.01 | 0.75 ± 0.02 |