Complex Structure Leads to Overfitting: A Structure Regularization
Decoding Method for Natural Language Processing

Complex Structure Leads to Overfitting: A Structure Regularization Decoding Method for Natural Language Processing

25 November 2017

Xuancheng Ren

Houfeng Wang

Papers citing "Complex Structure Leads to Overfitting: A Structure Regularization Decoding Method for Natural Language Processing"

10 / 10 papers shown

Title
F-Score Driven Max Margin Neural Network for Named Entity Recognition in Chinese Social Media Hangfeng He Xu Sun 30 123 0 14 Nov 2016
Multilingual Language Processing From Bytes D. Gillick Clifford Brunk Oriol Vinyals A. Subramanya 46 223 0 01 Dec 2015
Named Entity Recognition with Bidirectional LSTM-CNNs Jason P. C. Chiu Eric Nichols 78 1,897 0 26 Nov 2015
Bidirectional LSTM-CRF Models for Sequence Tagging Zhiheng Huang Wenyuan Xu Kai Yu 171 4,018 0 09 Aug 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.4K 149,842 0 22 Dec 2014
Structure Regularization for Structured Prediction: Theories and Experiments Xu Sun OffRL 43 62 0 23 Nov 2014
Efficient Decomposed Learning for Structured Prediction Rajhans Samdani Dan Roth 55 31 0 18 Jun 2012
Structured sparsity through convex optimization Francis R. Bach Rodolphe Jenatton Julien Mairal G. Obozinski 206 325 0 12 Sep 2011
Natural Language Processing (almost) from Scratch R. Collobert Jason Weston Léon Bottou Michael Karlen Koray Kavukcuoglu Pavel P. Kuksa 159 7,721 0 02 Mar 2011
Learning with Structured Sparsity Junzhou Huang Tong Zhang Dimitris N. Metaxas 218 565 0 17 Mar 2009