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Semantic Tagging with Deep Residual Networks ...
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Abstract:
We propose a novel semantic tagging task, sem-tagging, tailored for the purpose of multilingual semantic parsing, and present the first tagger using deep residual networks (ResNets). Our tagger uses both word and character representations and includes a novel residual bypass architecture. We evaluate the tagset both intrinsically on the new task of semantic tagging, as well as on Part-of-Speech (POS) tagging. Our system, consisting of a ResNet and an auxiliary loss function predicting our semantic tags, significantly outperforms prior results on English Universal Dependencies POS tagging (95.71% accuracy on UD v1.2 and 95.67% accuracy on UD v1.3). ... : COLING 2016, camera ready version ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.1609.07053 https://arxiv.org/abs/1609.07053
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Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss ...
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TwiSty: a multilingual Twitter Stylometry corpus for gender and personality profiling ...
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TwiSty: a multilingual Twitter Stylometry corpus for gender and personality profiling ...
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Keystroke dynamics as signal for shallow syntactic parsing ...
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