With this component, we call our approach language-shaped learning (LSL) (Figure<cite> 1</cite> ). Relation to L3. LSL is similar to another recent model for this setting: Learning with Latent Language (L3) <cite>[1]</cite> , which proposes to use language not only as a supervision source, but as a bottleneck for classification ( Figure<cite> 1</cite> ).