---
title: "Hierarchical Multi-Label Clsf. for Vaccine"
type: concept
source: https://www.jemoka.com/posts/kbhhierarchical_multi_label_clsf_for_vaccine/
confidence: high
status: active
---

Misinformation can decline people&rsquo;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&hellip;
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
&ldquo;Almost Few Shot&rdquo; Trying to force a specific output format.
