In the studied navigation domain, the word chair is often used to refer to chairs and sofas, as captured by the first two entries.
our learning algorithm design combines aspects of previously studied approaches into a batch method, including gradient updates (Kwiatkowski et al., 2010) and using weak supervision (Artzi and Zettlemoyer, 2011).