%0 Generic %1 zhang2015understanding %A Zhang, Xiang %A LeCun, Yann %D 2015 %K classification deep kallimachos learning tc text toread %T Text Understanding from Scratch %U http://arxiv.org/abs/1502.01710 %X This article demontrates that we can apply deep learning to text understanding from character-level inputs all the way up to abstract text concepts, using temporal convolutional networks (ConvNets). We apply ConvNets to various large-scale datasets, including ontology classification, sentiment analysis, and text categorization. We show that temporal ConvNets can achieve astonishing performance without the knowledge of words, phrases, sentences and any other syntactic or semantic structures with regards to a human language. Evidence shows that our models can work for both English and Chinese.

@misc{zhang2015understanding, abstract = {This article demontrates that we can apply deep learning to text understanding from character-level inputs all the way up to abstract text concepts, using temporal convolutional networks (ConvNets). We apply ConvNets to various large-scale datasets, including ontology classification, sentiment analysis, and text categorization. We show that temporal ConvNets can achieve astonishing performance without the knowledge of words, phrases, sentences and any other syntactic or semantic structures with regards to a human language. Evidence shows that our models can work for both English and Chinese.}, added-at = {2016-11-24T10:47:05.000+0100}, author = {Zhang, Xiang and LeCun, Yann}, biburl = {https://www.bibsonomy.org/bibtex/21d0df246b898e2d24a2c078727ce71ab/hotho}, description = {Text Understanding from Scratch}, interhash = {61b1c92fccbb83e1bda75cee7c105600}, intrahash = {1d0df246b898e2d24a2c078727ce71ab}, keywords = {classification deep kallimachos learning tc text toread}, note = {cite arxiv:1502.01710Comment: This technical report is superseded by a paper entitled "Character-level Convolutional Networks for Text Classification", arXiv:1509.01626. It has considerably more experimental results and a rewritten introduction}, timestamp = {2016-11-24T10:47:05.000+0100}, title = {Text Understanding from Scratch}, url = {http://arxiv.org/abs/1502.01710}, year = 2015 }