Research summary is very good. But not seeing an abstract syntax for the distinct representational format:

  Conclusions. Our results provide evidence against the hypothesis that natural language serves as the medium of abstract logical reasoning and suggest that such reasoning is underpinned by a distinct representational format.

Nevertheless, a good read that summarizes conventional learning and reasoning methods.