{"url":"/dataset/amazon-sports","name":"Amazon-Sports","full_name":"Amazon-Sports","description_markdown":"Amazon-Sports is a sub-category of the Amazon dataset, which contains a series of product reviews crawled from Amazon.com.","description_withheld":null,"homepage":"https://cseweb.ucsd.edu/~jmcauley/datasets/amazon_v2/","introduced_date":"2015-06-15","introduced_date_note":null,"introduced_by":{"paper":"/paper/image-based-recommendations-on-styles-and","title":"Image-based Recommendations on Styles and Substitutes","first_author":"Julian McAuley","url":null},"license":null,"modalities":[],"tasks":[{"name":"Recommendation Systems","url":"/task/recommendation-systems","datasets_with_task":"/datasets/task/recommendation-systems"},{"name":"Sequential Recommendation","url":"/task/sequential-recommendation","datasets_with_task":"/datasets/task/sequential-recommendation"}],"languages":[],"variants":["Amazon-Sports"],"data_loaders":[],"num_papers_in_archive":14,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/sequential-recommendation-on-amazon-sports","task":"Sequential Recommendation","dataset_variant":"Amazon-Sports","rows":3,"metrics":["HR@10","HR@5","HR@20","NDCG@10","NDCG@5","MRR@10"],"first_row_in_archive_order":{"model":"SS4Rec","paper":"/paper/ss4rec-continuous-time-sequential","metrics":{"HR@10":"0.1042","MRR@10":"0.0830","NDCG@10":"0.0880"},"code_links":[{"title":"XiaoWei-i/SS4Rec","url":"https://github.com/XiaoWei-i/SS4Rec"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/ss4rec-continuous-time-sequential","title":"SS4Rec: Continuous-Time Sequential Recommendation with State Space Models","date":"2025-02-12","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/raserec-retrieval-augmented-sequential","title":"RaSeRec: Retrieval-Augmented Sequential Recommendation","date":"2024-12-24","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/an-attentive-inductive-bias-for-sequential","title":"An Attentive Inductive Bias for Sequential Recommendation beyond the Self-Attention","date":"2023-12-16","rows_on_this_dataset":1,"code_links":2,"syntology":{"read_at":"2026-09-25T09:33:49+00:00","samples_harvested":7,"samples_ran":7,"samples_unverified":0,"pointer_only_for_licence":7,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-25T09:33:49+00:00","papers_with_samples":1,"samples_harvested":7,"samples_ran":7,"samples_unverified":0,"pointer_only_for_licence":7,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}