Dealing with resources is just a point of view. Reading the documentation, it seems very easy to model it in a resource-oriented way; in fact, what they call "objects" (articles, keywords, etc) are essentially resources, which are created from the original resource (the text you submit).
You could just POST the text, get back a bunch of links to the resources and then GET the ones you're interested in.
Assuming that certain "objects" are more expensive than others to generate, a resource-based view with lazily-generated representations could be more efficient than wasting resources without knowing if the client needs them or not.