Multitask learning has a benefit in that the shared encoder captures common features among tasks; in addition, the encoder focuses more on relevant and beneficial features, and disregards irrelevant and noisy features (Ruder, 2017).
moreover, L 1 , L 2 and L 3 signify the loss of the classification, key phrase generation and headline generation tasks, respectively.