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Multimodal Sentiment Analysis on CH-SIMS V2

82.9Accuracy (2-Class)

CaReFlow

Updated 4d ago

Evaluation Results

Method	Links
CaReFlow 2026.02		82.9	75.9	57.9	82.9	0.277	74.5
GRCF 2026.01		81.7	74.3	54.4	81.6	0.305	69.1
AV-MC 2026.01		80.6	73.2	52.1	80.7	0.301	72.1
AV-MC 2026.02		80.6	73.2	52.1	80.7	0.301	72.1
KuDA 2026.01		80.2	74.3	53.1	80.1	0.289	74.1
KuDA 2026.02		80.2	74.3	53.1	80.1	0.289	74.1
EF-LSTM 2026.01		80.1	73.5	53.7	80	0.309	70
MFN 2026.01		79.4	72.7	55.4	79.4	0.301	71.2
Self-MM 2026.01		78.7	72.7	53.5	78.6	0.315	69.1
Self-MM 2026.02		78.7	72.7	53.5	78.6	0.315	69.1
MISA 2026.01		78.2	68.9	47.5	78.3	0.342	67.1
MISA 2026.02		78.2	68.9	47.5	78.3	0.342	67.1
TFN 2026.01		78.1	70.9	53.3	78.1	0.322	66.2
DLF 2026.02		78.1	70	47.5	77.9	0.346	68.3
LF-DNN 2026.01		77.8	71.2	51.8	77.9	0.322	66.8
LMF 2026.01		77.8	70	51.6	77.8	0.327	65.1
MMIM 2026.01		77.8	70.4	50.5	77.8	0.339	64.1
MMIM 2026.02		77.8	70.4	50.5	77.8	0.339	64.1
MAG-BERT 2026.01		77.1	70.6	49.2	77.1	0.346	64.1
MAG-BERT 2026.02		77.1	70.6	49.2	77.1	0.346	64.1
Graph-MFN 2026.01		76.6	68.6	48.9	76.6	0.334	64.4
Coupled Mamba 2024.05		0.834	0.75	0.551	0.835	28.7	0.758
MFN 2024.05		0.811	0.737	0.545	0.812	29.5	0.726
MulT 2024.05		0.807	0.731	0.548	0.807	29.1	0.738
TFN 2024.05		0.801	0.723	0.525	0.801	30.3	0.707
MAG-BERT 2024.05		0.798	0.735	0.537	0.798	33.4	0.691
Self-MM 2024.05		0.797	0.726	0.528	0.797	31.1	0.695
TETFN 2024.05		0.797	0.736	0.544	0.798	31.1	0.695
LMF 2024.05		0.741	0.649	0.478	0.738	36.7	0.557