Vinay57/laya-jigsaw-moderation

Laya for toxic comment moderation (Jigsaw)

Answers 6 yes/no questions per comment (toxic, severe_toxic, obscene, threat, insult, identity_hate) with calibrated probabilities. Fine-tuned on 12k balanced Jigsaw comments, then weight-merged with the base model (WiSE-FT, 50% fine-tuned; mix chosen on validation only).

Model	Mean ROC-AUC, full Jigsaw test set (63,978 comments)
This model	0.9853
Detoxify original	0.9863
TF-IDF + logistic regression	0.9786

ECE 0.0223 · ~18 comments/sec on one T4 · $0/request self-hosted.