# Solution to our first NLP competitionšŸ„‰ Thank you Kaggle and CommonLit for exciting competition! our team (cpptake nishipy) was in the silver medal range in the public LB, but in the private LB, the shake down happened and we fall into the bronze medal range. It's frustrating, but we learned a lot, so we'll leave you with the solution I would like to get a better ranking in the next competition, so if you have any ideas for improvement, please comment. Pipe Line & ideas see the following notebook: [our final sumit notebook](https://www.kaggle.com/takeshikobayashi/bronze-medal-solution-roberta-stacking-ensemble) referenceĀ¶ [https://www.kaggle.com/rhtsingh/commonlit-readability-prize-roberta-torch-infer-3](https://www.kaggle.com/rhtsingh/commonlit-readability-prize-roberta-torch-infer-3) [https://www.kaggle.com/rhtsingh/commonlit-readability-prize-roberta-torch-itpt](https://www.kaggle.com/rhtsingh/commonlit-readability-prize-roberta-torch-itpt) [https://www.kaggle.com/andretugan/pre-trained-roberta-solution-in-pytorch](https://www.kaggle.com/andretugan/pre-trained-roberta-solution-in-pytorch) [https://www.kaggle.com/maunish/clrp-roberta-svm](https://www.kaggle.com/maunish/clrp-roberta-svm) [https://www.kaggle.com/jcesquiveld/best-transformer-representations](https://www.kaggle.com/jcesquiveld/best-transformer-representations) [https://www.kaggle.com/gilfernandes/commonlit-pytorch-t5-large-svm](https://www.kaggle.com/gilfernandes/commonlit-pytorch-t5-large-svm) Thank you [@rhtsingh](https://www.kaggle.com/rhtsingh) [@andretugan](https://www.kaggle.com/andretugan) [@maunish](https://www.kaggle.com/maunish) [@jcesquiveld](https://www.kaggle.com/jcesquiveld) [@gilfernandes](https://www.kaggle.com/gilfernandes) and the comunity for sharing great notebooks!