Multi-modal Stance Detection on MTSE benchmark leaderboard · SOTA2 Research

Multi-modal Stance Detection on MTSE

72.68DT Macro F1GPT-4 Vision

Evaluation Results

Method	Links
GPT-4 Vision2026.04		72.68	71.28
GPT-4 + CoT2026.04		71.05	69.1
MV-Debate2026.04		70.92	69.33
GPT-42026.04		70.78	68.83
GPT-4 Vision2026.04		70.46	72.82
MM-StanceDet2026.04		70.12	73.66
MV-Debate2026.04		69.45	66.91
BridgeTower2026.04		69.15	69.88
GPT-4 + CoT2026.04		69.12	67.05
GPT-42026.04		68.74	66.39
BridgeTower2026.04		68.53	71.02
TASTE2026.04		68.14	68.52
MM-StanceDet2026.04		67.21	71.03
LKI-BART2026.04		65.23	70.11
KEBERT2026.04		64.5	69.81
TASTE2026.04		62.34	63.01
RoBERTa2026.04		58.39	60.79
TMPT2026.04		55.41	61.61
LLaMA22026.04		53.57	53.92
LLaMA22026.04		53.23	52.67
CLIP2026.04		53.22	65.83
BERT2026.04		48.25	52.04
Qwen-VL2026.04		47.62	46.14
Qwen-VL2026.04		43.31	45.13
BERT+ViT2026.04		41.86	45.82
ViT2026.04		40.48	40.42
SwinT2026.04		39.89	40.43
ResNet2026.04		37.89	38.59
ViLT2026.04		35.32	48.24
BERT2026.04		32.52	29.97
TMPT2026.04		31.69	32.65
ViT2026.04		28.63	29.7
SwinT2026.04		28.54	30.85
CLIP2026.04		28.21	28.99
ViLT2026.04		28.08	29.74
BERT+ViT2026.04		26.7	31.57
RoBERTa2026.04		26.6	32.21
LKI-BART2026.04		26.53	32.11
KEBERT2026.04		26.17	31.81
ResNet2026.04		25.52	29.7