# A Reality Check

[**A powerful benchmark**](https://github.com/KevinMusgrave/powerful-benchmarke)**,** [**paper**](https://arxiv.org/pdf/2003.08505.pdf)**,** [**medium**](https://medium.com/@tkm45/updates-to-a-metric-learning-reality-check-730b6914dfe7) **- normalizing data sets allows us to see that there wasn't any advancement in terms of metrics in many NLP algorithms.**