Authors
Arvind Neelakantan, Quoc V Le, Ilya Sutskever
Publication date
2015/11/16
Journal
arXiv preprint arXiv:1511.04834
Description
Abstract: Deep neural networks have achieved impressive supervised classification
performance in many tasks including image recognition, speech recognition, and sequence
to sequence learning. However, this success has not been translated to applications like
question answering that may involve complex arithmetic and logic reasoning. A major
limitation of these models is in their inability to learn even simple arithmetic and logic
operations. For example, it has been shown that neural networks fail to learn to add two ...
performance in many tasks including image recognition, speech recognition, and sequence
to sequence learning. However, this success has not been translated to applications like
question answering that may involve complex arithmetic and logic reasoning. A major
limitation of these models is in their inability to learn even simple arithmetic and logic
operations. For example, it has been shown that neural networks fail to learn to add two ...
Total citations
Scholar articles
A Neelakantan, QV Le, I Sutskever - arXiv preprint arXiv:1511.04834, 2015
Dates and citation counts are estimated and are determined automatically by a computer program.