Argumentative Fallacy Classification on AFC
59.2Macro F1Our method
Evaluation Results
| Method | Links | |
|---|---|---|
| Our methodBagging=true, Modality=Text + Audio2025.12 | 59.2 | |
| Our methodBagging=false, Modality=Text + Audio2025.12 | 54.8 | |
| Llama3-3B+BYOL-ABagging=true, Protocol=SFT, Modality=Text + Audio2025.12 | 54.7 | |
| Llama3-3B+BYOL-ABagging=true, Protocol=SFT, Modality=Text2025.12 | 53.7 | |
| Llama3-3B+BYOL-ABagging=false, Protocol=SFT, Modality=Text2025.12 | 52.3 | |
| Qwen2-Audio-7BBagging=true, Protocol=SFT, Modality=Text + Audio2025.12 | 51.5 | |
| Qwen2-Audio-7BBagging=false, Protocol=SFT, Modality=Text + Audio2025.12 | 50.7 | |
| Llama3-3B+BYOL-ABagging=false, Protocol=SFT, Modality=Text + Audio2025.12 | 50.4 | |
| RoBERTa + WhisperBagging=false, Modality=Text2025.12 | 48.6 | |
| RoBERTa + WhisperBagging=false, Modality=Text + Audio2025.12 | 46.1 | |
| RoBERTa + HuBERTBagging=false, Modality=Text2025.12 | 44.4 | |
| RoBERTa + HuBERTBagging=false, Modality=Text + Audio2025.12 | 44 | |
| (MM-)RoBERTa + WavLMBagging=false, Modality=Text2025.12 | 39.3 | |
| (MM-)RoBERTa + WavLMBagging=false, Modality=Text + Audio2025.12 | 38.2 | |
| RoBERTa + HuBERTBagging=false, Modality=Audio2025.12 | 35.6 | |
| Qwen2-Audio-7BBagging=false, Protocol=ICL, Modality=Text + Audio2025.12 | 17 | |
| RoBERTa + WhisperBagging=false, Modality=Audio2025.12 | 15.9 | |
| (MM-)RoBERTa + WavLMBagging=false, Modality=Audio2025.12 | 6.4 |