Algorithms to rate the complexity of reading passages for grade 3-12 classroom use. Machine learning is done with a dataset that includes readers from a wide variety of age groups and a large collection of texts taken from various domains.

I solved this problem using a variety of methods, including readability scores, a spaCy language model and an XLNet transformer model.

Best scores were obtained with an ensemble approach combining these methods.