The document describes a model called MOJITALK that generates emotional responses at scale. It introduces MOJITALK and its goal of generating emotional responses. It then outlines MOJITALK's sections which cover the introduction, conclusion, related work, dataset used, proposed model architecture, experimental results, and conclusions and future work. Each section is represented by an emoji and includes brief descriptions of the content covered in that section.
30. Model 🐰
CVAE
CVAE Attention
( )
▶︎ VAE
Decoder
[Bowman et al., 2015]
KL loss construction loss
▶︎
KL annealing
early stopping [Bowman et al., 2015]
bag-of-words loss [Zhao et al., 2017]
31. Model 🐰
Reinforced CVAE
▶︎ CVAE policy gradient( )
policy gradient
bi-GRU [Felbo et al., 2017]
▶︎ policy training x c CVAE x’
x’
R
x emoji clf