%0 Generic %1 augenstein2018multitask %A Augenstein, Isabelle %A Ruder, Sebastian %A Søgaard, Anders %D 2018 %K multitask naacl2018 neuralnet sentimentanalysis session11 %T Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label Spaces %U http://arxiv.org/abs/1802.09913 %X We combine multi-task learning and semi-supervised learning by inducing a joint embedding space between disparate label spaces and learning transfer functions between label embeddings, enabling us to jointly leverage unlabelled data and auxiliary, annotated datasets. We evaluate our approach on a variety of sequence classification tasks with disparate label spaces. We outperform strong single and multi-task baselines and achieve a new state-of-the-art for topic-based sentiment analysis.

@misc{augenstein2018multitask, abstract = {We combine multi-task learning and semi-supervised learning by inducing a joint embedding space between disparate label spaces and learning transfer functions between label embeddings, enabling us to jointly leverage unlabelled data and auxiliary, annotated datasets. We evaluate our approach on a variety of sequence classification tasks with disparate label spaces. We outperform strong single and multi-task baselines and achieve a new state-of-the-art for topic-based sentiment analysis.}, added-at = {2018-06-04T21:40:28.000+0200}, author = {Augenstein, Isabelle and Ruder, Sebastian and Søgaard, Anders}, biburl = {https://www.bibsonomy.org/bibtex/210adb9216e6dc322461e858e154b3313/albinzehe}, description = {[1802.09913] Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label Spaces}, interhash = {4fc629ebe1ec8f6c5cfd73975613d8e4}, intrahash = {10adb9216e6dc322461e858e154b3313}, keywords = {multitask naacl2018 neuralnet sentimentanalysis session11}, note = {cite arxiv:1802.09913Comment: To appear at NAACL 2018 (long)}, timestamp = {2018-06-04T21:40:28.000+0200}, title = {Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label Spaces}, url = {http://arxiv.org/abs/1802.09913}, year = 2018 }