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Benchmarks
Multimodal Sentiment Analysis on SIMS V2
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82.57
Accuracy (2-class)
EGMF
56.7468
63.4509
70.155
76.8591
Jan 12, 2026
Accuracy (2-class)
F1 Score
Accuracy (Weak 2-class)
Mean Absolute Error
Correlation
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy (2-class)
F1 Score
Accuracy (Weak 2-class)
Mean Absolute Error
Correlation
EGMF
Backbone=GLM4-9B
2026.01
82.57
82.43
74.7
0.284
0.72
EGMF
Backbone=GLM3-6B
2026.01
81.56
81.13
73.09
0.284
0.733
MAG-BERT
2026.01
79.79
79.78
71.87
0.334
0.691
MulT
2026.01
79.5
79.59
69.61
0.317
0.703
Self-MM
2026.01
79.01
78.89
71.87
0.335
0.64
EGMF
Backbone=llama2-7B
2026.01
77.04
76.93
70.85
0.364
0.579
EGMF
Backbone=llama3-8B
2026.01
57.74
42.27
63.35
0.398
0.64
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