Misinformation can decline people’s intent to vaccinate. Data VaxConcerns Taxonomy: sorting misinformation into a taxonomy which has multiple, hierarchical labels So, you can classify a label in a bunch of places. Approaches Ask an LLM to do one of the following… One-Shot, Multi-Label Ignore hierchy, just go do multi label system multi-pass, hierarchical label try to predict groups at a time, each pass has a label group as input and needs to produce whether the label is given + sublabels one pass, hierarchical label Only predict labels on the lowest level, then extract higher level information binary search predict highest level, then search down “Almost Few Shot” Trying to force a specific output format.