| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Recommendation | ML1M | HR@2082.83 | 59 | |
| Positive Tag Controllable Recommendation | ML1M | NDCG@100.5748 | 14 | |
| Negative Suppression Recommendation | ML1M (test) | NDCG@100.1772 | 12 | |
| Positive Steering Recommendation | ML1M (test) | NDCG@100.5748 | 12 | |
| Sequential Recommendation | ML1M | HR@1010.99 | 11 | |
| Nuanced Semantic Request Fulfillment | ML1M | Intent Fulfillment6.231 | 4 | |
| Bias mitigation for recommendation | ML1M 1.0 (test) | HR3.5 | 4 | |
| Recommendation | ML1M Explicit Scenario | HR@52.04 | 3 | |
| Recommendation | ML1M Implicit Scenario | HR@50.0226 | 3 |