Therefore, Goyal et al.
recently, energy based neural structured prediction models (Amos et al., 2016;Belanger and McCallum, 2016;Belanger et al., 2017) were proposed that define an energy function over candidate structured output space and use gradient based optimization to form predictions making the overall optimization search aware.