Koshorek et al. (2018) leveraged the manual structuring of Wikipedia pages into sections to automatically create a large segmentation-annotated corpus. WIKI-727K consists of 727,746 documents created from English (EN) Wikipedia pages, divided into training (80%), development (10%), and test portions (10%). We train, optimize, and evaluate our models on respective portions of the WIKI-727K dataset.