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.