Aspect-Category-Opinion-Sentiment (ACOS) on Czech monolingual
58.06F1 ScoremT5
Evaluation results
| Method | Links | |
|---|---|---|
| mT5Type=Fine-tuning2026.02 | 58.06 | |
| Aya 23 8BType=Fine-tuning2026.02 | 57.46 | |
| LLaMA 3.1 8BType=Fine-tuning2026.02 | 56.18 | |
| Orca 2 13BType=Fine-tuning2026.02 | 53.85 | |
| Gemma 3 12BType=Fine-tuning2026.02 | 48.45 | |
| Gemma 3 4BType=Fine-tuning2026.02 | 44.54 | |
| Gemma 3 27BType=Few-shot2026.02 | 39.35 | |
| Gemma 3 27BType=Zero-shot2026.02 | 35.43 | |
| GPT-4o miniType=Zero-shot2026.02 | 33.77 | |
| LLaMA 3.3 70BType=Few-shot2026.02 | 33.76 | |
| Gemma 3 12BType=Few-shot2026.02 | 33.41 | |
| LLaMA 3.1 70BType=Few-shot2026.02 | 33.37 | |
| GPT-4o miniType=Few-shot2026.02 | 33.05 | |
| LLaMA 3.3 70BType=Zero-shot2026.02 | 32.08 | |
| Aya 23 35BType=Few-shot2026.02 | 30.67 | |
| Gemma 3 12BType=Zero-shot2026.02 | 28 | |
| LLaMA 3.1 70BType=Zero-shot2026.02 | 26.49 | |
| Gemma 3 4BType=Few-shot2026.02 | 25.07 | |
| Aya 23 35BType=Zero-shot2026.02 | 23.18 | |
| Orca 2 13BType=Few-shot2026.02 | 21.41 | |
| Aya 23 8BType=Few-shot2026.02 | 20.65 | |
| LLaMA 3.1 8BType=Few-shot2026.02 | 14.2 | |
| Gemma 3 4BType=Zero-shot2026.02 | 8.23 | |
| Orca 2 13BType=Zero-shot2026.02 | 8.09 | |
| Aya 23 8BType=Zero-shot2026.02 | 5.97 | |
| LLaMA 3.1 8BType=Zero-shot2026.02 | 3.5 |