Baseline Models As baselines, we compare against i) a single-task model only trained on chunking; ii) the low supervision model by<cite> [25]</cite> , which predicts the auxiliary task at the first layer; iii) an MTL model based on hard parameter sharing [6] ; and iv) cross-stitch networks [21] .