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Semi-supervised Multitask Learning for Sequence Labeling

Semi-supervised Multitask Learning for Sequence Labeling

We propose a sequence labeling framework with a secondary training objective, learning to predict surrounding words for every word in the dataset. This language modeling objective incentivises the system to learn general-purpose patterns of semantic and syntactic composition, which are also useful for improving accuracy on different sequence labeling tasks. …