Stance Detection on U-MStance Overall
70.15F1 (Avg)PRISM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PRISMModality=Multimodal, Fine-tuning status=fine-tuned, Backbone=MiMo2025.11 | 70.15 | — | — | |
| PRISMModality=Multimodal, Fine-tuning status=fine-tuned, Backbone=Qwen-VL2025.11 | 68.49 | — | — | |
| GPT4-IModality=Multimodal, Fine-tuning status=non-fine-tuned2025.11 | 66.24 | — | — | |
| PRISMModality=Multimodal, Fine-tuning status=fine-tuned, Backbone=LLaVA2025.11 | 60.99 | — | — | |
| GPT-4Modality=Text-only, Fine-tuning status=non-fine-tuned2025.11 | 60.74 | — | — | |
| PRISMModality=Multimodal, Backbone=MiMo2025.11 | 56.79 | — | — | |
| RoBERTaModality=Text-only, Fine-tuning status=fine-tuned, Backbone=RoBERTa2025.11 | 55.56 | — | — | |
| PRISMModality=Multimodal, Backbone=Qwen-VL2025.11 | 55.45 | — | — | |
| GPT-3.5Modality=Text-only, Fine-tuning status=non-fine-tuned2025.11 | 53.97 | — | — | |
| TMPTModality=Multimodal, Fine-tuning status=fine-tuned2025.11 | 53.16 | — | — | |
| BERT+ViTModality=Multimodal, Fine-tuning status=fine-tuned, Backbone=BERT+ViT2025.11 | 52.89 | — | — | |
| Qwen-VLModality=Multimodal, Fine-tuning status=non-fine-tuned, Backbone=Qwen-VL2025.11 | 51.64 | — | — | |
| PRISMModality=Multimodal, Backbone=LLaVA2025.11 | 50.34 | — | — | |
| BERTModality=Text-only, Fine-tuning status=fine-tuned, Backbone=BERT2025.11 | 49.51 | — | — | |
| PoliBERTweetModality=Text-only, Fine-tuning status=fine-tuned, Backbone=PoliBERTweet2025.11 | 49.41 | — | — | |
| MiMoModality=Multimodal, Fine-tuning status=non-fine-tuned, Backbone=MiMo2025.11 | 44.11 | — | — | |
| LLaVAModality=Multimodal, Fine-tuning status=non-fine-tuned, Backbone=LLaVA2025.11 | 37.17 | — | — | |
| PoliBERTweetModality=Text-only2025.11 | 30.11 | — | — | |
| LLaMA2Modality=Text-only, Fine-tuning status=non-fine-tuned, Backbone=LLaMA22025.11 | 29.09 | — | — | |
| RoBERTaModality=Text-only2025.11 | 28.83 | — | — | |
| BERT+ViTModality=Multimodal2025.11 | 24.6 | — | — | |
| BERTModality=Text-only2025.11 | 24.11 | — | — | |
| TMPTModality=Multimodal2025.11 | 23.28 | — | — |