During this workshop, we will focus in particular on models and systems developed when available data is scarce or expensive to obtain (e.g., a language or domain that is underrepresented, annotation requires expertise). The workshop includes presentations by international guests and researchers from Toulouse, as well as an hachathon, poster sessions and round tables.