Argumentative Fallacy Detection on Argumentative Fallacy Detection (AFD)
31.7Macro F1Our method
Evaluation Results
| Method | Links | |
|---|---|---|
| Our methodBagging=true, Modality=Text + Audio2025.12 | 31.7 | |
| Our methodBagging=false, Modality=Text + Audio2025.12 | 30.7 | |
| Llama3-3BBagging=true, Protocol=SFT, Modality=Text2025.12 | 29.7 | |
| (MM-)RoBERTa + WavLMBagging=false, Modality=Text + Audio2025.12 | 28.5 | |
| Llama3-3BBagging=false, Protocol=SFT, Modality=Text2025.12 | 28.3 | |
| (MM-)RoBERTa + WavLMBagging=false, Modality=Text2025.12 | 27.7 | |
| RoBERTa + wav2vec2.0Bagging=false, Modality=Text2025.12 | 22 | |
| RoBERTa + wav2vec2.0Bagging=false, Modality=Text + Audio2025.12 | 19.3 | |
| RoBERTa + wav2vec2.0Bagging=false, Modality=Audio2025.12 | 16.9 | |
| (MM-)RoBERTa + WavLMBagging=false, Modality=Audio2025.12 | 0 |