Amazon Product Reviews
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sequential Recommendation | Amazon Product Reviews Video Games leave-one-out (test) | HR@10.0233 | 12 | |
| Sequential Recommendation | Amazon Product Reviews Arts, Crafts and Sewing leave-one-out (test) | HR@17.56 | 12 | |
| Sequential Recommendation | Amazon Product Reviews Musical Instruments leave-one-out (test) | HR@18.35 | 12 | |
| Click-through rate prediction | Amazon Product Reviews Sports (test) | AUC0.6789 | 11 | |
| Sequential Recommendation | Amazon Product Reviews Toys | R@57.38 | 9 | |
| Sequential Recommendation | Amazon Product Reviews Sports | R@53.85 | 9 | |
| Sequential Recommendation | Amazon Product Reviews Beauty | Recall@56.83 | 9 | |
| Generative Retrieval | Amazon Product Reviews Beauty (test) | Average Text Performance35.72 | 7 | |
| Generative Retrieval | Amazon Product Reviews Toys and Games (test) | Avg Text Performance35.72 | 7 | |
| Generative Retrieval | Amazon Product Reviews Sports and Outdoors (test) | Avg Text Perf.35.72 | 7 | |
| Review Generation Evaluation | Amazon Product Reviews Third-party (test) | Helpfulness56 | 4 | |
| Generative Recommendation | Amazon Product Reviews Toys (test) | Entropy@102.574 | 3 | |
| Generative Recommendation | Amazon Product Reviews Beauty (test) | Entropy@102.551 | 3 | |
| Sentiment Prediction | Amazon Product Reviews Scenario 6 MEDIAN | Net Consumption (ALL)3.2 | 1 | |
| Sentiment Prediction | Amazon Product Reviews Scenario 5 LOW | Net Consumption (ALL)4.5 | 1 | |
| Sentiment Prediction | Amazon Product Reviews Scenario 3 HIGH | Net Consumption (ALL) (%)3.3 | 1 | |
| Sentiment Prediction | Amazon Product Reviews Scenario 2 HIGH | Net Consumption (ALL)3.8 | 1 | |
| Sentiment Prediction | Amazon Product Reviews Scenario 1 HIGH | Net Consumption (ALL)4.1 | 1 | |
| Sentiment Prediction | Amazon Product Reviews Base | Net Consumption (ALL)3.6 | 1 |
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