Extreme multilabel classification
Tagging text against tens of thousands of labels — the regime that breaks ordinary multi-class classifiers. A walk through encoder-only models, retrieval-style approaches, and hierarchical heads, with the production tradeoffs we hit while tagging millions of biomedical grants for the Wellcome Trust.