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. 2024 Sep 19;19(9):e0310715. doi: 10.1371/journal.pone.0310715

Table 4. Results of ablation experiments conducted on ERD_Emoji.

Model	MSD_Emoji
Model	Accuracy	Macro-Precision	Macro-Recall	Macro-F1
w/o topic	0.7833 ± 0.1333	0.5530 ± 0.0581	0.5250 ± 0.0584	0.5277 ± 0.0610
w/o fusing	0.7833 ± 0.1333	0.5530 ± 0.0581	0.5250 ± 0.0584	0.5277 ± 0.0610
w/o senti-mlm	0.7833 ± 0.1333	0.5530 ± 0.0581	0.5250 ± 0.0584	0.5277 ± 0.0610
w/o emoji	0.5333 ± 0.1333	0.3345 ± 0.0359	0.3750 ± 0.0250	0.3428 ± 0.0361
EMFSA (ours)	0.7833 ± 0.1333	0.5530 ± 0.0581	0.5250 ± 0.0584	0.5277 ± 0.0610