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Multimodal Sentiment Analysis on MOSI (Comprehensive Metrics)

89.94Acc-2 (all)

GRAMformer

Updated 1mo ago

Evaluation Results

Method
GRAMformer 2026.06	89.94	87.9	87.87	89.94	57.87	50.05	0.593	0.871
FDMA 2026.06	88.39	-	-	88.36	-	48.52	0.686	0.822
MMML 2026.06	88.16	85.91	85.85	88.15	56.08	48.25	0.643	0.838
GRAMformer 2026.06	87.9	89.94	89.94	87.86	57.87	50.05	0.593	0.0087
MMT 2026.06	87	85.8	85.8	87	-	-	0.657	0.83
DEVA 2026.06	86.29	84.4	84.48	86.3	51.78	46.32	0.73	0.787
MMML 2026.06	85.91	88.16	88.15	85.85	-	48.25	0.643	0.0084
ConFEDE 2026.06	85.52	84.17	84.13	85.52	-	42.27	0.742	0.784
ALMT 2026.06	85.37	83.24	83.41	85.46	50.29	44.75	0.738	0.776
FDMER 2026.06	84.6	-	-	84.7	-	44.1	0.724	0.788
Self-MM 2026.06	84.45	82.54	82.46	84.44	52.22	45.56	0.719	0.794
MAG-BERT 2026.06	84.43	82.37	82.5	84.61	-	43.62	0.727	0.781
MISA 2026.06	83.54	81.84	81.82	83.58	47.08	41.37	0.776	0.778
MFSA 2026.06	83.3	-	-	83.7	-	41.1	0.856	0.722
ICCN 2026.06	83.07	-	-	83.02	-	39.01	0.862	0.714
GRAMformer 2026.06	82.86	84.54	84.54	82.8	50.61	44.17	0.732	0.7895
Self-MM 2026.06	82.71	84.48	84.48	82.66	53.29	46.18	0.726	0.7857
PMR 2026.06	82.4	-	-	82.1	-	40.6	-	-
TETFN 2026.06	82.22	83.93	83.95	82.17	51.92	45.31	0.728	0.7896
CENet 2026.06	81.69	83.35	83.39	81.68	48.89	43	0.758	0.785
MISA 2026.06	81.49	83.02	83.06	81.46	47.32	41.46	0.777	0.775
MulT 2026.06	80.95	79.71	79.63	80.95	42.68	36.91	0.879	0.702
LMF 2026.06	79.18	77.9	77.8	79.15	-	33.82	0.95	0.651
TFN 2026.06	79.08	77.99	77.95	79.11	-	34.46	0.947	0.673
MULT 2026.06	78.28	79.63	79.71	78.29	41.31	35.48	0.923	0.6834
GRAMformer 2026.06	78.16	79.36	79.37	78.12	38.31	33.5	0.96	0.6641
Graph-MFN 2026.06	78.11	79.51	79.46	77.99	36.79	32.95	0.971	0.6485
TFN 2026.06	77.99	79.21	79.21	77.92	39.1	34.2	0.961	0.6575
LMF 2026.06	77.43	78.66	78.7	77.4	38.89	34.72	0.952	0.6569
LF-DNN 2026.06	77.35	78.63	78.6	77.25	37.99	34.49	0.957	0.6566
MFN 2026.06	77.08	78.38	78.38	77.01	41.84	36.36	0.946	0.6576
SPT 2026.06	-	81.2	81.3	-	-	-	-	-