Research Article

Multimodal Fake News Detection Incorporating External Knowledge and User Interaction Feature

Table 3

Experimental results.

ModelAccuracyF1-scorePrecisionRecall

(a) Experimental results on Twitter 15
DTC0.4950.4950.4960.481
SVM-TS0.5200.5190.5200.519
mGRU0.5550.5100.5150.515
CSI0.6990.7170.6990.687
dEFEND0.7380.6540.6580.661
Rumor2vec0.7910.7820.7800.785
GAN0.8560.8680.8470.853
GCAN0.8770.8250.8260.830
A-KWGCN0.9050.8910.8950.888

(b) Experimental results on Twitter 16
DTC0.5610.5620.5750.537
SVM-TS0.6930.6920.6930.691
mGRU0.6610.5560.5600.562
CSI0.6610.6300.6320.631
dEFEND0.7020.6310.6370.638
Rumor2vec0.8480.8400.8270.836
GAN0.8540.8700.8610.847
GCAN0.9080.7590.7590.763
A-KWGCN0.9300.8790.8820.879