notesum.ai
Published at October 30Venire: A Machine Learning-Guided Panel Review System for Community Content Moderation
cs.HC
cs.AI
cs.LG
Released Date: October 30, 2024
Authors: Vinay Koshy1, Frederick Choi1, Yi-Shyuan Chiang1, Hari Sundaram1, Eshwar Chandrasekharan1, Karrie Karahalios1
Aff.: 1University of Illinois, Urbana-Champaign, USA

| Model | AUROC | Accuracy | Precision | Recall |
|---|---|---|---|---|
| Toxicity (Rater-level Annotations) | 0.8798 | 0.8191 | 0.7102 | 0.6445 |
| Toxicity (Majority Vote) | 0.9196 | 0.8688 | 0.7045 | 0.6780 |
| Disagreement (Rater-Aware) | 0.7376 | 0.7338 | 0.6373 | 0.4480 |
| Disagreement (Rater-Blind) | 0.6946 | 0.7004 | 0.5453 | 0.4261 |