Multi Class Text Classification With Confidence Scoring And Logit Output

via “entailment score interpretation and confidence ranking”

zero-shot-classification model by undefined. 27,43,704 downloads.

Unique: Exposes three-way entailment judgments rather than binary classification, providing richer confidence signals and enabling neutral-class-based uncertainty detection

vs others: More interpretable than softmax-only classifiers due to explicit entailment reasoning; attention visualization more meaningful than black-box confidence scores