Amazon Toys
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Direct Recommendation | Amazon Toys 5-core filtering (leave-one-out) | H@1052.25 | 17 | |
| Multimodal Recommendation | Amazon Toys 6 (leave-one-out) | H@1061.38 | 16 | |
| Multimodal Recommendation | Amazon Toys Zero-Shot (test) | HR@514.66 | 12 | |
| Multimodal Recommendation | Amazon Toys Few-Shot (test) | HR (Top-5)0.1472 | 12 | |
| Recommendation | AT (Amazon Toys) | Hit@1021.3 | 12 | |
| Sequential Recommendation | Amazon Toys v2014 (test) | Recall@109.44 | 9 | |
| Collaborative Filtering | Amazon-toys 20% synthetic (test) | R@2013.28 | 8 | |
| Generative Recommendation | Amazon Toys (test) | R@56.93 | 8 | |
| Sequential Recommendation | Amazon Toys implicit feedback | HR@50.0805 | 8 | |
| Sequential Recommendation | Amazon Toys Original (test) | NDCG@50.012 | 7 | |
| Sequential Recommendation | Amazon Toys 10% Noise (test) | NDCG@50.92 | 7 | |
| Explanation Generation | Amazon Toys (test) | BLEU-47.3903 | 6 | |
| Sequential Recommendation | Amazon Toys (leave-one-out) | HR@108.86 | 4 |
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