When training the energy function parameters Θ, <cite>Tu and Gimpel (2018)</cite> replaced the cost-augmented inference step in the structured hinge loss from Belanger and McCallum (2016) with a costaugmented inference network F Φ and trained the energy function and inference network parameters jointly: