Sarcasm Detection on MSD
95.02AccuracyURMF
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| URMFModality=Multimodal2026.04 | 95.02 | 94.69 | 95.19 | 94.91 | |
| SCI-GDFNModality=Multimodal2026.04 | 94.06 | 93.5 | 94.17 | 93.8 | |
| CIRMModality=Multimodal2026.04 | 94.02 | 93.46 | 94.14 | 93.76 | |
| RoBERTaModality=Text2026.04 | 93.97 | 90.39 | 94.59 | 92.45 | |
| LLaVA1.5Modality=Multimodal2026.04 | 93.67 | 93.7 | 93.14 | 93.4 | |
| DynRT-NetModality=Multimodal2026.04 | 93.59 | 93.06 | 93.6 | 93.31 | |
| InterARMModality=Multimodal2026.04 | 92.28 | 91.79 | 92.23 | 92.01 | |
| MICLModality=Multimodal2026.04 | 92.08 | 90.05 | 90.61 | 90.33 | |
| KFGC-NetModality=Multimodal2026.04 | 90.97 | 88.28 | 89.56 | 88.91 | |
| MuMuModality=Multimodal2026.04 | 90.73 | 88.81 | 88.44 | 88.62 | |
| FSICNModality=Multimodal2026.04 | 90.55 | 89.93 | 89.51 | 89.72 | |
| G2SAMModality=Multimodal2026.04 | 90.48 | 87.95 | 89.02 | 88.48 | |
| AMIFModality=Multimodal2026.04 | 90.1 | 86.55 | 89.68 | 88.09 | |
| LLaVA1.5-VIDRModality=Multimodal2026.04 | 89.97 | 89.26 | 89.58 | 89.42 | |
| DIPModality=Multimodal2026.04 | 89.59 | 87.76 | 86.58 | 87.17 | |
| MIL-NetModality=Multimodal2026.04 | 89.5 | 85.16 | 89.16 | 87.11 | |
| DCPNetModality=Multimodal2026.04 | 89.48 | 87.46 | 88.73 | 88.1 | |
| DMSD-CLModality=Multimodal2026.04 | 88.95 | 84.89 | 87.9 | 86.37 | |
| KnowleNetModality=Multimodal2026.04 | 88.87 | 88.59 | 84.18 | 86.33 | |
| BridgeModality=Multimodal2026.04 | 88.51 | 82.95 | 89.39 | 86.05 | |
| Multi-view CLIPModality=Multimodal2026.04 | 88.33 | 82.66 | 88.65 | 85.55 | |
| CMGCNModality=Multimodal2026.04 | 87.55 | 83.63 | 84.69 | 84.16 | |
| HKE-modelModality=Multimodal2026.04 | 87.36 | 81.84 | 86.48 | 84.09 | |
| HFMModality=Multimodal2026.04 | 86.63 | 83.84 | 84.18 | 84.01 | |
| InCrossMGsModality=Multimodal2026.04 | 86.1 | 81.38 | 84.36 | 82.84 | |
| Att-BERTModality=Multimodal2026.04 | 86.05 | 78.63 | 83.31 | 80.9 | |
| D&R NetModality=Multimodal2026.04 | 84.02 | 77.97 | 83.42 | 80.6 | |
| BERTModality=Text2026.04 | 83.85 | 78.72 | 82.27 | 80.22 | |
| Bi-LSTMModality=Text2026.04 | 81.9 | 76.66 | 78.42 | 77.53 | |
| SMSDModality=Text2026.04 | 80.9 | 76.46 | 75.18 | 75.82 | |
| SIARNModality=Text2026.04 | 80.57 | 75.55 | 75.7 | 75.63 | |
| ViTModality=Image2026.04 | 67.83 | 57.93 | 70.07 | 63.43 | |
| ResNetModality=Image2026.04 | 64.76 | 54.51 | 70.8 | 61.53 |