Sequence to Sequence Learning with Neural Networks
Sutskever et al., 2014, Sequence to Sequence Learning with Neural Networks (Advances in Neural Information Processing Systems 27 (NIPS 2014))
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5 Conclusion
- What general lesson did Sutskever et al. draw from source reversal?Find a problem encoding with the greatest number of short-term dependencies, since they make learning much simpler. They suspected even a standard RNN could be trained on reversed translation data, though they didn’t verify it.
- Sutskever et al., 2014, Sequence to Sequence Learning with Neural Networks (Advances in Neural Information Processing Systems 27 (NIPS 2014)), §5
Source
- Ilya Sutskever, Oriol Vinyals and Quoc V. Le. 2014. Sequence to Sequence Learning with Neural Networks. In Advances in Neural Information Processing Systems 27 (NIPS 2014). https://papers.nips.cc/paper/2014/hash/5a18e133cbf9f257297f410bb7eca942-Abstract.html