By minimizing an arc-level hinge loss with latent events (which in turn correspond to token-roles), we assign costs to tokenroles based on arc accuracy.
1) A token-level decision that affects multiple arcs impacts multiple instances of hinge loss, and 2) No extra credit (penalty) is given for multiple decisions that (in)correctly filter the same arc.