Multi-modal Stance Detection on MWTWT in-target
76.6CA Macro F1TMPT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TMPTModality=Multi-modal, Evaluation Protocol=in-target2026.04 | 76.6 | 63.19 | 67.25 | 62.92 | 81.19 | |
| BERTModality=Textual, Evaluation Protocol=in-target2026.04 | 75.62 | 60.85 | 63.05 | 59.24 | 81.53 | |
| LKI-BARTModality=Textual, Evaluation Protocol=in-target2026.04 | 72.01 | 67.8 | 69.54 | 69.92 | 80.83 | |
| KEBERTModality=Textual, Evaluation Protocol=in-target2026.04 | 71.67 | 67.56 | 69.29 | 69.74 | 80.57 | |
| TASTEModality=Multi-modal, Evaluation Protocol=in-target2026.04 | 71.55 | 69.23 | 70.88 | 71.91 | 71.93 | |
| MM-StanceDetModality=Multi-modal, Evaluation Protocol=in-target2026.04 | 71.49 | 68.3 | 71.93 | 66.5 | 67.76 | |
| CLIPModality=Multi-modal, Evaluation Protocol=in-target2026.04 | 70.93 | 67.17 | 67.43 | 70.86 | 79.06 | |
| BridgeTowerModality=Multi-modal, Evaluation Protocol=in-target2026.04 | 70.18 | 68.31 | 67.92 | 65.44 | 79.58 | |
| RoBERTaModality=Textual, Evaluation Protocol=in-target2026.04 | 69.56 | 65.03 | 69.74 | 67.99 | 79.21 | |
| MV-DebateModality=Textual, Evaluation Protocol=in-target2026.04 | 64.22 | 66.03 | 69.87 | 72.31 | 52.95 | |
| GPT-4 + CoTModality=Textual, Evaluation Protocol=in-target2026.04 | 64.01 | 65.88 | 70.1 | 72.05 | 53.11 | |
| BERT+ViTModality=Multi-modal, Evaluation Protocol=in-target2026.04 | 63.2 | 44.71 | 56.45 | 46.85 | 73.71 | |
| GPT-4Modality=Textual, Evaluation Protocol=in-target2026.04 | 63.14 | 65.12 | 69.93 | 71.62 | 52.69 | |
| ViLTModality=Multi-modal, Evaluation Protocol=in-target2026.04 | 62.7 | 56.44 | 58.06 | 60.22 | 73.66 | |
| ViTModality=Visual, Evaluation Protocol=in-target2026.04 | 46.63 | 50 | 40.16 | 46.32 | 50.86 | |
| SwinTModality=Visual, Evaluation Protocol=in-target2026.04 | 46.3 | 46.99 | 41.02 | 47.39 | 51.32 | |
| GPT-4 VisionModality=Multi-modal, Evaluation Protocol=in-target2026.04 | 44.59 | 47.07 | 57.47 | 57.9 | 37.61 | |
| Qwen-VLModality=Multi-modal, Evaluation Protocol=in-target2026.04 | 43.06 | 45.49 | 49.79 | 46.04 | 27.73 | |
| ResNetModality=Visual, Evaluation Protocol=in-target2026.04 | 39.89 | 42.2 | 43.52 | 37.05 | 50.34 | |
| LLaMA2Modality=Textual, Evaluation Protocol=in-target2026.04 | 34.89 | 41.95 | 49.09 | 44.32 | 30.21 |