Fig. 1: A typical QD pipeline.

Qualitative elements are outlined in yellow and quantitative in blue. Steps, where machine assistance (ML, LLMs, or otherwise) may be applied, are in bold, including the quantitization step. Annotating a smaller additional test set is optional but strongly recommended if using either multiple human annotators or a machine.