读论文:A Unified Architecture for Natural Language Processing: Deep Neural Networks with Multitask Learning 使用一个卷积神经网络,对输入的句子做:词性标注,词块分割(chunks),命名实体识别,词语相似度以及语言模型等任务。 背景: 很多系统缺乏统一的框架来进行深度语义任务,这些系统有三大缺点:1)它们获得的是浅层...
[12]R. Collobert and J. Weston. 2008. A Unified Architecture for Natural Language Processing: Deep Neural Networks with Multitask Learning. [13]Y. Kim. 2014. Convolutional Neural Networks for Sentence Classification [14]N. Kalchbrenner, E. Grefenstette, P. Blunsom. 2014. A Convolutional Neura...
Multitask learningDeep neural networksConvolutional neural networksOne of the main characteristics in cognitive radios is situation awareness. By classifying the modulation schemes used in surrounding transmissions, a secondary user (SU) can identify the existing users in the system and adjust his/her ...
多任务学习有很多形式,如联合学习(Joint Learning),自主学习(Learning to Learn),借助辅助任务学习(Learning with Auxiliary Tasks)等,这些只是其中一些别名。概括来讲,一旦发现正在优化多于一个的目标函数,你就可以通过多任务学习来有效求解(Generally, as soon as you find yourself optimizing more than one loss fu...
概括来讲,一旦发现正在优化多于一个的目标函数,你就可以通过多任务学习来有效求解(Generally, as soon as you find yourself optimizing more than one loss function, you are effectively doing multi-task learning (in contrast to single-task learning))。在那种场景中,这样做有利于想清楚我们真正要做的是什么...
概括来讲,一旦发现正在优化多于一个的目标函数,你就可以通过多任务学习来有效求解(Generally, as soon as you find yourself optimizing more than one loss function, you are effectively doing multi-task learning (in contrast to single-task learning))。在那种场景中,这样做有利于想清楚我们真正要做的是什么...
A Unified Architecture for Natural Language Processing: Deep Neural Networks with Multitask Learning Ronan Collobert collober@nec-labs Jason Weston jasonw@nec-labs NEC Labs America, 4 Independence Way, Princeton, NJ 08540 USA Abstract We describe a single convolutional neural net- work architecture...
Multitask Learning for Visual Question Answering. Visual question answering (VQA) is a task that machines should provide an accurate natural language answer given an image and a question about the image. M... J Ma,J Liu,Q Lin,... - 《IEEE Transactions on Neural Networks & Learning Systems...
Ronan Collobert 和 Jason Weston 在 2008 年的 ICML 上发表的《A Unified Architecture for Natural Language Processing: Deep Neural Networks with Multitask Learning》里面首次介绍了他们提出的词向量的计算方法。和上一篇牛文类似,如果现在要看的话,应该去看他们在 2011 年投到 JMLR 上的论文《Natural Language...
Ronan Collobert 和 Jason Weston 在 2008 年的 ICML 上发表的《A Unified Architecture for Natural Language Processing: Deep Neural Networks with Multitask Learning》里面首次介绍了他们提出的词向量的计算方法。和上一篇牛文类似,如果现在要看的话,应该去看他们在 2011 年投到 JMLR 上的论文《Natural Language...