... addition to learn-ing game strategies guided by the selectedtext. Our method operates in the Monte-Carlosearch framework, and learns both text anal-ysis and game strategies based only on envi-ronment ... horizons, and high-branchingfactors, this approach can be prohibitively slow and ineffective. An algorithm with access to the text,however, could learn correlations between words inthe text and ... linguis-tic analysis from a situated context (Oates, 2001;Siskind, 2001; Yu and Ballard, 2004; Fleischman and Roy, 2005; Mooney, 2008a; Mooney, 2008b;Branavan et al., 2009; Vogel and Jurafsky, 2010).Within...