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A Domain Specific Language for Automated RNN Architecture Search

When humans generate novel neural architectures, they go through a surprisingly large amount of trial and error. This holds true almost regardless of how much experience in deep learning that person might have!

14 Dec 2017 • #research

Teaching Neural Networks to Point to Improve Language Modeling and Translation

Imagine you were a young child and wanted to ask about something. Being so young (and assuming you are not exceedingly precocious), how would you describe a new object, the name of which you have yet to learn? The intuitive answer: point to it!

26 Oct 2016 • #research

The WikiText Long Term Dependency Language Modeling Dataset

The WikiText language modeling dataset is a collection of over 100 million tokens extracted from the set of verified Good and Featured articles on Wikipedia. The dataset is available under the Creative Commons Attribution-ShareAlike License.

26 Sep 2016 • #research
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