Baseline Models As baselines, we compare against i) a single-task model only trained on chunking; ii) the low supervision model , which predicts the auxiliary task at the first layer; iii) an MTL model based on hard parameter sharing<cite> (Caruana 1993)</cite> ; and iv) cross-stitch networks (Misra et al. 2016) .