In your README, please note down a brief description talking about your rationale behind the hyperparameters used. If you have tried experimenting with hyperparameters, please note down: - What hyperparameter experiments you have tried, - For each experiment, what the results were, - A brief discussion comparing and contrasting the results between the experiments, and why the results were the way they were. The professor was able to achieve a perplexity of ~20, so try to aim for that number. However, even if you were not able to achieve good results with any of the models developed, if you provide a substantial report describing multiple experiments, rationale behind why the experiments were attempted and why they did/didn't work, and discussion on why some worked better than others, etc. you will be able to receive substantial partial credit.