Better datasets and tasks to evaluate the capabilities of machine reading models are needed. Proceed by describing a number of baselines, benchmarks and new models to evaluate against this paradigm.

For the reading comprehension task, the paper used 2 simple base line models, 2 symbolic matching models, and 4 RNN models.