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This one is a character level language model. The Microsoft one is per token. This one should be the closest to the Microsoft model: https://miltos.allamanis.c
by veselin 7y ago
This one is a character level language model. The Microsoft one is per token.
This one should be the closest to the Microsoft model:
https://miltos.allamanis.com/publicationfiles/allamanis2018learning/allamanis2018learning.pdf https://miltos.allamanis.com/publicationfiles/allamanis2018l...
Btw, simple neural networks are far from doing the best for code. The kind of accuracy LSTM gives is already achieved with good n-gram models. E.g. see this one on a Linux code prediction:
https://arxiv.org/pdf/1506.02078.pdf https://arxiv.org/pdf/1506.02078.pdf
Also, there are other techniques that improve on top of the n-gram models:
https://files.sri.inf.ethz.ch/website/papers/charmodel-iclr2017.pdf https://files.sri.inf.ethz.ch/website/papers/charmodel-iclr2...