| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Label-Conditional Recommendation | RecIF-Bench Label-Cond. Rec | Pass@320.0574 | 20 | |
| Product Recommendation | RecIF-Bench Product Rec | Pass@12.31 | 20 | |
| Ad Recommendation | RecIF-Bench Ad Rec | Pass@10.0273 | 20 | |
| Short Video Recommendation | RecIF-Bench Short Video Rec | Pass@15.74 | 20 | |
| Interactive Recommendation | RecIF-Bench Interactive Rec | Pass@113.1 | 11 | |
| Label Prediction | RecIF-Bench Label Pred | AUC0.6912 | 11 | |
| Label Prediction | RecIF-Bench | AUC0.7017 | 9 | |
| Recommendation Explanation | RecIF-Bench Rec. Explanation | LLM Judge Score4.0381 | 5 | |
| Item Understanding | RecIF-Bench Item Understand | LLM Judge Score0.3209 | 5 | |
| Recommendation | RecIF-Bench Short Video | Entropy@104.455 | 3 |