Misinformation Detection on PHEME
69.2AccuracyMetaAdapt
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MetaAdaptEvaluation Setting=cross-domain methods2026.01 | 69.2 | 62.5 | 50.8 | 43.3 | |
| gpt-5-miniEvaluation Setting=ZS2026.01 | 58.6 | 54.9 | 55.4 | 54.7 | |
| gpt-5-miniEvaluation Setting=RA2026.01 | 58.4 | 55.3 | 56 | 55 | |
| gpt-4.1Evaluation Setting=ZS2026.01 | 57.9 | 52.4 | 52.5 | 52.4 | |
| IT_raEvaluation Setting=Adaptation2026.01 | 57.8 | 57.8 | 59.1 | 56.2 | |
| Qwen-8bEvaluation Setting=ZS2026.01 | 57.1 | 36.1 | 36.1 | 35.8 | |
| gpt-4.1Evaluation Setting=RA2026.01 | 57 | 51.7 | 51.8 | 51.6 | |
| RAEmoLLMEvaluation Setting=Adaptation2026.01 | 57 | 52.7 | 53 | 52.5 | |
| Qwen-14bEvaluation Setting=ZS2026.01 | 56.7 | 37.5 | 38 | 36.5 | |
| Qwen-32bEvaluation Setting=ZS2026.01 | 56 | 54.8 | 55.6 | 53.7 | |
| MOSEEvaluation Setting=cross-domain methods2026.01 | 55.5 | 54.6 | 55.4 | 53.4 | |
| RAAR-14bEvaluation Setting=Adaptation2026.01 | 54.1 | 57.2 | 58.2 | 53.5 | |
| RAAR-8bEvaluation Setting=Adaptation2026.01 | 53.6 | 55.8 | 56.7 | 52.8 | |
| Qwen-14bEvaluation Setting=RA2026.01 | 53.5 | 54 | 54.7 | 52 | |
| Qwen-32bEvaluation Setting=RA2026.01 | 53.5 | 53.1 | 53.6 | 51.5 | |
| Deepseek-REvaluation Setting=RA2026.01 | 53.1 | 52.2 | 52.6 | 50.9 | |
| Qwen-8bEvaluation Setting=RA2026.01 | 52.6 | 35.6 | 35.9 | 34.1 | |
| Deepseek-CEvaluation Setting=RA2026.01 | 51.8 | 51.8 | 52.1 | 50 | |
| Deepseek-REvaluation Setting=ZS2026.01 | 51.2 | 51.5 | 51.8 | 49.5 | |
| Deepseek-CEvaluation Setting=ZS2026.01 | 49.6 | 50.3 | 50.4 | 48.1 | |
| CANMDEvaluation Setting=cross-domain methods2026.01 | 48.2 | 57 | 56.9 | 48.1 | |
| Llama-8bEvaluation Setting=ZS2026.01 | 46.2 | 34.4 | 31.5 | 30.9 | |
| IT_zsEvaluation Setting=Adaptation2026.01 | 46.1 | 56.8 | 56.1 | 45.9 | |
| Llama-8bEvaluation Setting=RA2026.01 | 44.8 | 33.9 | 33.9 | 29.8 | |
| MDFENDEvaluation Setting=cross-domain methods2026.01 | 43.3 | 62.2 | 57.5 | 42 | |
| EDDFNEvaluation Setting=cross-domain methods2026.01 | 33.1 | 53.6 | 50.7 | 27.8 |