Aspect Sentiment Quad Prediction on Czech monolingual
64.09F1 ScoremT5
Evaluation results
| Method | Links | |
|---|---|---|
| mT5Type=Fine-tuning2026.02 | 64.09 | |
| Aya 23 8BType=Fine-tuning2026.02 | 61.85 | |
| LLaMA 3.1 8BType=Fine-tuning2026.02 | 60.25 | |
| Gemma 3 12BType=Fine-tuning2026.02 | 58.56 | |
| Orca 2 13BType=Fine-tuning2026.02 | 57.93 | |
| Gemma 3 4BType=Fine-tuning2026.02 | 48.9 | |
| Gemma 3 27BType=Few-shot2026.02 | 46.91 | |
| LLaMA 3.3 70BType=Few-shot2026.02 | 44.36 | |
| GPT-4o miniType=Zero-shot2026.02 | 42.12 | |
| Gemma 3 27BType=Zero-shot2026.02 | 41.27 | |
| LLaMA 3.1 70BType=Few-shot2026.02 | 40.99 | |
| GPT-4o miniType=Few-shot2026.02 | 40.68 | |
| Gemma 3 12BType=Few-shot2026.02 | 40.17 | |
| LLaMA 3.3 70BType=Zero-shot2026.02 | 38.29 | |
| Aya 23 35BType=Few-shot2026.02 | 37.1 | |
| Gemma 3 4BType=Few-shot2026.02 | 33.37 | |
| LLaMA 3.1 70BType=Zero-shot2026.02 | 31.86 | |
| Gemma 3 12BType=Zero-shot2026.02 | 31.75 | |
| Orca 2 13BType=Few-shot2026.02 | 28.83 | |
| Aya 23 8BType=Few-shot2026.02 | 28.37 | |
| Aya 23 35BType=Zero-shot2026.02 | 26 | |
| LLaMA 3.1 8BType=Few-shot2026.02 | 17.02 | |
| Gemma 3 4BType=Zero-shot2026.02 | 15.2 | |
| Orca 2 13BType=Zero-shot2026.02 | 10.21 | |
| Aya 23 8BType=Zero-shot2026.02 | 8.76 | |
| LLaMA 3.1 8BType=Zero-shot2026.02 | 7.37 |