The performance is higher than<cite> (Ghosh et al., 2011</cite> ) -Arg2: F 1 of 79.1 and Arg1: F 1 of 57.3 -due to improvements in feature and instance extraction, such as the treatment of multi-word connectives. These models are the baseline for comparison with separate models architecture. However, we change the evaluation method (see Section 6).