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ResearchFormerly WizWand

Argumentative Fallacy Classification on AFC

59.2Macro F1Our method
4.28818.54432.847.056Dec 8, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Our methodBagging=true, Modality=Text + Audio2025.1259.2
Our methodBagging=false, Modality=Text + Audio2025.1254.8
Llama3-3B+BYOL-ABagging=true, Protocol=SFT, Modality=Text + Audio2025.1254.7
Llama3-3B+BYOL-ABagging=true, Protocol=SFT, Modality=Text2025.1253.7
Llama3-3B+BYOL-ABagging=false, Protocol=SFT, Modality=Text2025.1252.3
Qwen2-Audio-7BBagging=true, Protocol=SFT, Modality=Text + Audio2025.1251.5
Qwen2-Audio-7BBagging=false, Protocol=SFT, Modality=Text + Audio2025.1250.7
Llama3-3B+BYOL-ABagging=false, Protocol=SFT, Modality=Text + Audio2025.1250.4
RoBERTa + WhisperBagging=false, Modality=Text2025.1248.6
RoBERTa + WhisperBagging=false, Modality=Text + Audio2025.1246.1
RoBERTa + HuBERTBagging=false, Modality=Text2025.1244.4
RoBERTa + HuBERTBagging=false, Modality=Text + Audio2025.1244
(MM-)RoBERTa + WavLMBagging=false, Modality=Text2025.1239.3
(MM-)RoBERTa + WavLMBagging=false, Modality=Text + Audio2025.1238.2
RoBERTa + HuBERTBagging=false, Modality=Audio2025.1235.6
Qwen2-Audio-7BBagging=false, Protocol=ICL, Modality=Text + Audio2025.1217
RoBERTa + WhisperBagging=false, Modality=Audio2025.1215.9
(MM-)RoBERTa + WavLMBagging=false, Modality=Audio2025.126.4