Multimodal Sentiment Analysis on CH-SIMS benchmark leaderboard · SOTA2 Research

Multimodal Sentiment Analysis on CH-SIMS

79.66F1 ScoreMult

Evaluation Results

Method
Mult2026.01	79.66	78.56	64.77	37.94	45.32	56.41	—
Symmetric Mutual Promotion (Ours)2026.01	79.38	80.12	65.23	40.12	44.12	59.32	—
GsiT2025.05	78.8	78.8	65.7	42.2	0.41	0.588	—
TFN2026.01	78.62	78.38	65.12	39.3	43.22	59.1	—
Self-MM2025.05	78.2	78.1	65.2	41.3	0.423	0.585	—
TETFN2025.05	78	78	64.4	42.9	0.425	0.582	—
MFN2026.01	77.88	77.9	65.73	39.47	43.49	58.24	—
MulT2025.05	77.7	77.8	65.3	38.2	0.443	0.578	—
ALMT2025.05	77.6	77.2	64.3	42.5	0.419	0.581	—
MPLMM2024.07	77.42	—	—	—	—	—	72.07
LF-DNN2026.01	77.27	77.02	64.33	39.37	44.63	55.51	—
MMIN2024.07	76.89	—	—	—	—	—	71.41
MPMM2024.07	76.85	—	—	—	—	—	71.26
MCTN2024.07	76.32	—	—	—	—	—	70.61
LB2024.07	76.24	—	—	—	—	—	70.11
MD2024.07	76.19	—	—	—	—	—	70.38
MS2024.07	75.65	—	—	—	—	—	69.44
BASELINE2026.03	72.9	—	—	—	—	—	—
HyDRA2026.03	72.21	—	—	—	—	—	—
MPLUG-OWL2026.03	71.65	—	—	—	—	—	—
VIDEOCHAT22026.03	69.59	—	—	—	—	—	—
VIDEOCHAT2026.03	69.33	—	—	—	—	—	—
LLAMA-VID2026.03	68.81	—	—	—	—	—	—
PANDAGPT2026.03	68.38	—	—	—	—	—	—
CHAT-UNIVI2026.03	67.78	—	—	—	—	—	—
AFFECTGPT2026.03	65.65	—	—	—	—	—	—
VIDEO-CHATGPT2026.03	64.43	—	—	—	—	—	—
OTTER2026.03	60.57	—	—	—	—	—	—
BASELINE2026.03	59.95	—	—	—	—	—	—
R1-OMNI2026.03	58.42	—	—	—	—	—	—
EF-LSTM2026.01	56.82	69.37	54.27	21.23	59.07	5.45	—
VIDEO-LLAVA2026.03	54.64	—	—	—	—	—	—