%0 Conference Paper %1 Augenstein2018MultitaskLO %A Augenstein, Isabelle %A Ruder, Sebastian %A Søgaard, Anders %B NAACL-HLT %D 2018 %K deep_learning multitask nlp %T Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label Spaces %X We combine multi-task learning and semi- supervised learning by inducing a joint embed- ding space between disparate label spaces and learning transfer functions between label em- beddings, enabling us to jointly leverage un- labelled data and auxiliary, annotated datasets. We evaluate our approach on a variety of se- quence classification tasks with disparate la- bel spaces. We outperform strong single and multi-task baselines and achieve a new state- of-the-art for topic-based sentiment analysis.

@inproceedings{Augenstein2018MultitaskLO, abstract = {We combine multi-task learning and semi- supervised learning by inducing a joint embed- ding space between disparate label spaces and learning transfer functions between label em- beddings, enabling us to jointly leverage un- labelled data and auxiliary, annotated datasets. We evaluate our approach on a variety of se- quence classification tasks with disparate la- bel spaces. We outperform strong single and multi-task baselines and achieve a new state- of-the-art for topic-based sentiment analysis.}, added-at = {2018-08-28T00:03:44.000+0200}, author = {Augenstein, Isabelle and Ruder, Sebastian and S\ogaard, Anders}, biburl = {https://www.bibsonomy.org/bibtex/2a0908279e4e0982a999fe2aafa395446/dallmann}, booktitle = {NAACL-HLT}, description = {Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label Spaces - Semantic Scholar}, interhash = {b75d088528179c99a86469fbab1f754a}, intrahash = {a0908279e4e0982a999fe2aafa395446}, keywords = {deep_learning multitask nlp}, timestamp = {2018-08-28T00:03:44.000+0200}, title = {Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label Spaces}, year = 2018 }