%0 Journal Article %1 Collobert:2011:NLP:1953048.2078186 %A Collobert, Ronan %A Weston, Jason %A Bottou, Léon %A Karlen, Michael %A Kavukcuoglu, Koray %A Kuksa, Pavel %D 2011 %I JMLR.org %J J. Mach. Learn. Res. %K dfg-antrag-steckbriefe ma-zehe neuralnet sentimentanalysis %P 2493--2537 %T Natural Language Processing (Almost) from Scratch %U http://dl.acm.org/citation.cfm?id=1953048.2078186 %V 12 %X We propose a unified neural network architecture and learning algorithm that can be applied to various natural language processing tasks including part-of-speech tagging, chunking, named entity recognition, and semantic role labeling. This versatility is achieved by trying to avoid task-specific engineering and therefore disregarding a lot of prior knowledge. Instead of exploiting man-made input features carefully optimized for each task, our system learns internal representations on the basis of vast amounts of mostly unlabeled training data. This work is then used as a basis for building a freely available tagging system with good performance and minimal computational requirements.

@article{Collobert:2011:NLP:1953048.2078186, abstract = {We propose a unified neural network architecture and learning algorithm that can be applied to various natural language processing tasks including part-of-speech tagging, chunking, named entity recognition, and semantic role labeling. This versatility is achieved by trying to avoid task-specific engineering and therefore disregarding a lot of prior knowledge. Instead of exploiting man-made input features carefully optimized for each task, our system learns internal representations on the basis of vast amounts of mostly unlabeled training data. This work is then used as a basis for building a freely available tagging system with good performance and minimal computational requirements.}, acmid = {2078186}, added-at = {2016-11-12T17:27:52.000+0100}, author = {Collobert, Ronan and Weston, Jason and Bottou, L{\'e}on and Karlen, Michael and Kavukcuoglu, Koray and Kuksa, Pavel}, biburl = {https://www.bibsonomy.org/bibtex/23f6c52d6baafef5ab3d65facb5500ddc/albinzehe}, description = {Natural Language Processing (Almost) from Scratch}, interhash = {c1e968fc1903e842ab3c638cd5ffca61}, intrahash = {3f6c52d6baafef5ab3d65facb5500ddc}, issn = {1532-4435}, issue_date = {2/1/2011}, journal = {J. Mach. Learn. Res.}, keywords = {dfg-antrag-steckbriefe ma-zehe neuralnet sentimentanalysis}, month = nov, numpages = {45}, pages = {2493--2537}, publisher = {JMLR.org}, timestamp = {2021-01-12T14:09:47.000+0100}, title = {Natural Language Processing (Almost) from Scratch}, url = {http://dl.acm.org/citation.cfm?id=1953048.2078186}, volume = 12, year = 2011 }