โ† All models ยท DeBERTa zero-shot

use case ยท wild

Wild: many tags at once

Real text is rarely one thing. In multi-label mode each label is scored on its own โ€” no softmax forcing them to compete โ€” so a single message can be tagged excited and nervous and about a launch all at once. Set a threshold and everything above it sticks. Great for mood boards, content tagging, and rich analytics.

Switching between single-label and multi-label isn't cosmetic: single-label softmaxes the scores so they compete for one winner; multi-label runs each hypothesis independently, so overlapping truths can all score high. Pick the mode that matches your problem.

โ† Practical ยท DeBERTa zero-shot ยท Next: Multi-model โ†’