Before revision:  Recent work has investigated various neural architectures for learning multi-modal representations of spatial conceptsthat generalize well across a variety of observations and text instructions .
After revision:  Recent work has investigated various neural architectures for learning multi-modal representations for spatial concepts. However, the lack of explicit reasoning over entities makes such approaches vulnerable to noise in input text or state observations .