An alternative approach is to convert text descriptions to pre-specified representations using annotated training data, commonly used in language grounding tasks (Matuszek et al., 2013;Kushman et al., 2014).
we adopt a reinforcement learning framework and formulate game sequences as Markov Decision Processes.