Stance Detection on U-MStance Biden target
65.31F1 AgainstBERT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BERTModality=Text-only, Fine-tuning status=fine-tuned, Backbone=BERT2025.11 | 65.31 | 65.31 | 54.46 | |
| RoBERTaModality=Text-only, Fine-tuning status=fine-tuned, Backbone=RoBERTa2025.11 | 64.37 | 64.37 | 58.39 | |
| PRISMModality=Multimodal, Fine-tuning status=fine-tuned, Backbone=MiMo2025.11 | 60.61 | 69.96 | 65.28 | |
| PRISMModality=Multimodal, Fine-tuning status=fine-tuned, Backbone=Qwen-VL2025.11 | 58.82 | 73.22 | 66.02 | |
| PoliBERTweetModality=Text-only, Fine-tuning status=fine-tuned, Backbone=PoliBERTweet2025.11 | 58.7 | 57.58 | 58.14 | |
| GPT-4Modality=Text-only, Fine-tuning status=non-fine-tuned2025.11 | 56.28 | 67.34 | 61.81 | |
| GPT4-IModality=Multimodal, Fine-tuning status=non-fine-tuned2025.11 | 55.49 | 66.48 | 60.99 | |
| GPT-3.5Modality=Text-only, Fine-tuning status=non-fine-tuned2025.11 | 51.14 | 58.8 | 54.97 | |
| TMPTModality=Multimodal, Fine-tuning status=fine-tuned2025.11 | 50.69 | 62.07 | 56.38 | |
| Qwen-VLModality=Multimodal, Fine-tuning status=non-fine-tuned, Backbone=Qwen-VL2025.11 | 49.49 | 54.63 | 52.06 | |
| BERT+ViTModality=Multimodal, Fine-tuning status=fine-tuned, Backbone=BERT+ViT2025.11 | 49.33 | 61.45 | 55.39 | |
| PRISMModality=Multimodal, Backbone=Qwen-VL2025.11 | 48.54 | 61.59 | 55.06 | |
| PRISMModality=Multimodal, Backbone=MiMo2025.11 | 43.43 | 67.03 | 55.23 | |
| MiMoModality=Multimodal, Fine-tuning status=non-fine-tuned, Backbone=MiMo2025.11 | 40.63 | 48.84 | 44.73 | |
| PRISMModality=Multimodal, Fine-tuning status=fine-tuned, Backbone=LLaVA2025.11 | 40 | 63 | 51.5 | |
| RoBERTaModality=Text-only2025.11 | 36.72 | 40.15 | 38.43 | |
| PRISMModality=Multimodal, Backbone=LLaVA2025.11 | 35.24 | 59.63 | 47.43 | |
| PoliBERTweetModality=Text-only2025.11 | 33.96 | 43.64 | 38.8 | |
| TMPTModality=Multimodal2025.11 | 31.75 | 29.66 | 30.75 | |
| BERT+ViTModality=Multimodal2025.11 | 31.21 | 28.69 | 29.94 | |
| LLaVAModality=Multimodal, Fine-tuning status=non-fine-tuned, Backbone=LLaVA2025.11 | 30.23 | 46.15 | 38.19 | |
| LLaMA2Modality=Text-only, Fine-tuning status=non-fine-tuned, Backbone=LLaMA22025.11 | 23.81 | 17.5 | 20.65 | |
| BERTModality=Text-only2025.11 | 23.75 | 25.18 | 24.27 |