Yi-Chen (Howard) Lo

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@abhishek0318 Yeah, I faced the same situation as you did, so I wrote this code to help others like you. Very glad to hear that you like it. Since I've...

Hello, @aaronlyt : Please refer to [this blog post](https://www.kaggle.com/davidthaler/how-many-1-s-are-in-the-public-lb).

@dlutleixin Hello, you can use whatever english text pre-processing tool you like. In my case, I use [spaCy](https://spacy.io/) a lot.

@dlutleixin Sorry for the late response. My code are not maintained for a long time and currently I don't have time to replicate the results. I think you can just...

Hi @dlutleixin Nowadays, figuring out the most appropriate structure of NN has been a challenge task. Usually, for language understanding task, we'll use LSTM (good at capturing global long-term dependencies)....

I think it might be also related to this answer? [Why is regularization interpreted as a gaussian prior on my weights?](https://stats.stackexchange.com/questions/229415/why-is-regularization-interpreted-as-a-gaussian-prior-on-my-weights) Minimizing L2 loss of *z* has the probabilistic interpretation...

@aarondeng Hi! I am happy to see my code is being used for research! However, this code is just a side project and has not been published as publication. Fortunately,...

@aarondeng Hi, please refer to [README](https://github.com/howardyclo/grammar-pattern#citation). I add the citation section. Thanks! Hope your research go well!

@aarondeng As for the **original** data (not processed by *grammar-pattern*), I also used them for my [grammatical error correction demo paper in COLING](https://www.aclweb.org/anthology/C18-2018.pdf). You can refer them in the reference....