Misinformation Detection on COCO
81.9AccuracyIT_zs
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| IT_zsEvaluation Setting=Adaptation2026.01 | 81.9 | 80.1 | 78.5 | 79.2 | 67.8 | |
| gpt-4.1Evaluation Setting=RA2026.01 | 81.2 | 81.7 | 75.9 | 75.5 | 69.6 | |
| RAEmoLLMEvaluation Setting=Adaptation2026.01 | 81.2 | 82.2 | 76.1 | 75.8 | 69.6 | |
| RAAR-14bEvaluation Setting=Adaptation2026.01 | 79.9 | 79.2 | 74.8 | 75.9 | 71.2 | |
| MDFENDmode=fine-tuned2024.06 | 79.88 | 79.39 | 79.88 | 77.93 | — | |
| Deepseek-REvaluation Setting=RA2026.01 | 79.3 | 81.8 | 72.6 | 73.9 | 70.5 | |
| gpt-5-miniEvaluation Setting=RA2026.01 | 78.6 | 80.7 | 71.4 | 72.5 | 68.8 | |
| Mistral-7bframework=RAEmoLLM, exemplar_selection=Vreg-based, integration=Template 2 (addexpl)2024.06 | 78.14 | 80.53 | 78.14 | 79.31 | — | |
| gpt-4.1Evaluation Setting=ZS2026.01 | 78.1 | 59.6 | 53.7 | 53.7 | 63.9 | |
| Deepseek-REvaluation Setting=ZS2026.01 | 77.6 | 81 | 70.5 | 70.8 | 67.9 | |
| RAAR-8bEvaluation Setting=Adaptation2026.01 | 77.6 | 77.9 | 70.7 | 72.7 | 68.9 | |
| Vicuna-7bframework=RAEmoLLM, exemplar_selection=Vreg-based, integration=Template 2 (addexpl)2024.06 | 77.56 | 79.56 | 77.56 | 75.01 | — | |
| gpt-5-miniEvaluation Setting=ZS2026.01 | 76.5 | 79.8 | 68.6 | 69.1 | 67.3 | |
| Deepseek-CEvaluation Setting=RA2026.01 | 76.3 | 79.7 | 68.4 | 68.9 | 68.4 | |
| Qwen-14bEvaluation Setting=RA2026.01 | 75 | 75.3 | 66.6 | 67.7 | 65.9 | |
| Qwen-32bEvaluation Setting=RA2026.01 | 73.5 | 75 | 65.2 | 66.6 | 66.2 | |
| BERTmode=fine-tuned2024.06 | 72.88 | 75.1 | 72.88 | 63.56 | — | |
| MDFENDEvaluation Setting=cross-domain methods2026.01 | 72 | 72.2 | 64 | 66.2 | 57 | |
| Qwen-8bEvaluation Setting=RA2026.01 | 71.6 | 71.2 | 62.6 | 63.4 | 58.6 | |
| EDDFNEvaluation Setting=cross-domain methods2026.01 | 71.5 | 68.1 | 68 | 68 | 54.5 | |
| Deepseek-CEvaluation Setting=ZS2026.01 | 71.2 | 74.7 | 60.9 | 61.2 | 64.6 | |
| Qwen-14bEvaluation Setting=ZS2026.01 | 70.6 | 72.6 | 60.4 | 61 | 57 | |
| Qwen-32bEvaluation Setting=ZS2026.01 | 68.7 | 72.9 | 57.5 | 56.6 | 61.4 | |
| IT_raEvaluation Setting=Adaptation2026.01 | 66 | 55.2 | 57.2 | 53 | 53.2 | |
| Qwen-8bEvaluation Setting=ZS2026.01 | 64.1 | 66.6 | 52.9 | 51.6 | 55 | |
| CANMDEvaluation Setting=cross-domain methods2026.01 | 62.8 | 59.5 | 58.3 | 57.9 | 46.8 | |
| Llama-8bEvaluation Setting=RA2026.01 | 59.8 | 59.2 | 58.6 | 56.8 | 47.2 | |
| MetaAdaptEvaluation Setting=cross-domain methods2026.01 | 51.1 | 49.2 | 50.4 | 48.7 | 53.2 | |
| Llama-8bEvaluation Setting=ZS2026.01 | 47.1 | 46.3 | 34 | 35.8 | 38.5 | |
| MOSEEvaluation Setting=cross-domain methods2026.01 | 46.6 | 35.5 | 34.3 | 34.8 | 40.4 |