Table 12 Results of deep learning experiments.

From: Multilingual identification of nuanced dimensions of hope speech in social media texts

Models

English

Spanish

German

Binary Hope Speech Detection

BiLSTM

0.7869

0.7351

0.7791

CNN

0.7754

0.7567

0.7847

Multiclass Hope Speech Detection

BiLSTM

0.5703

0.5022

0.5028

CNN

0.5414

0.5190

0.4957