Tuning the model for each pair type separately, as well as resampling to deal with class imbalance would, perhaps, improve performance.
the point of these experiments was not to get the largest improvement, but to show that the GCL mechanism can replace heuristic-based timegraph conflict resolution, improving the performance of an otherwise very similar model.