Stance Detection on U-MStance Trump target
74.4F1 Score (Against)PRISM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PRISMModality=Multimodal, Fine-tuning status=fine-tuned, Backbone=MiMo2025.11 | 74.4 | 53.01 | 63.71 | |
| PRISMModality=Multimodal, Fine-tuning status=fine-tuned, Backbone=Qwen-VL2025.11 | 73.84 | 48.05 | 60.94 | |
| PRISMModality=Multimodal, Fine-tuning status=fine-tuned, Backbone=LLaVA2025.11 | 70.47 | 37.42 | 53.94 | |
| GPT4-IModality=Multimodal, Fine-tuning status=non-fine-tuned2025.11 | 69.94 | 47.74 | 58.84 | |
| GPT-4Modality=Text-only, Fine-tuning status=non-fine-tuned2025.11 | 67.52 | 38.71 | 53.11 | |
| RoBERTaModality=Text-only, Fine-tuning status=fine-tuned, Backbone=RoBERTa2025.11 | 66.81 | 24.19 | 45.51 | |
| TMPTModality=Multimodal, Fine-tuning status=fine-tuned2025.11 | 66.02 | 27.91 | 46.97 | |
| BERTModality=Text-only, Fine-tuning status=fine-tuned, Backbone=BERT2025.11 | 65.94 | 11.57 | 38.75 | |
| BERT+ViTModality=Multimodal, Fine-tuning status=fine-tuned, Backbone=BERT+ViT2025.11 | 63.98 | 25.85 | 44.91 | |
| Qwen-VLModality=Multimodal, Fine-tuning status=non-fine-tuned, Backbone=Qwen-VL2025.11 | 62.5 | 24.33 | 43.42 | |
| GPT-3.5Modality=Text-only, Fine-tuning status=non-fine-tuned2025.11 | 62.27 | 27.59 | 44.93 | |
| PRISMModality=Multimodal, Backbone=MiMo2025.11 | 60.73 | 34.39 | 47.56 | |
| PoliBERTweetModality=Text-only, Fine-tuning status=fine-tuned, Backbone=PoliBERTweet2025.11 | 60 | 30 | 45 | |
| PRISMModality=Multimodal, Backbone=Qwen-VL2025.11 | 59.5 | 28.43 | 43.97 | |
| MiMoModality=Multimodal, Fine-tuning status=non-fine-tuned, Backbone=MiMo2025.11 | 59.08 | 21.05 | 40.07 | |
| PRISMModality=Multimodal, Backbone=LLaVA2025.11 | 53.31 | 22.35 | 37.83 | |
| LLaVAModality=Multimodal, Fine-tuning status=non-fine-tuned, Backbone=LLaVA2025.11 | 53.18 | 19.94 | 36.56 | |
| PoliBERTweetModality=Text-only2025.11 | 42.85 | 3.84 | 23.35 | |
| LLaMA2Modality=Text-only, Fine-tuning status=non-fine-tuned, Backbone=LLaMA22025.11 | 24.32 | 10.26 | 17.29 | |
| RoBERTaModality=Text-only2025.11 | 14.69 | 25.94 | 20.32 | |
| TMPTModality=Multimodal2025.11 | 7.9 | 25.12 | 16.52 | |
| BERT+ViTModality=Multimodal2025.11 | 6.83 | 23.91 | 15.37 | |
| BERTModality=Text-only2025.11 | 1.72 | 19.76 | 10.74 |