{"url":"/dataset/amazon-men","name":"Amazon Men","full_name":"Amazon Men","description_markdown":"This datasets is a subset of the Amazon reviews dataset which contain Men related products","description_withheld":null,"homepage":"","introduced_date":"2015-10-06","introduced_date_note":null,"introduced_by":{"paper":"/paper/vbpr-visual-bayesian-personalized-ranking","title":"VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback","first_author":"Ruining He","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 Men"],"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/recommendation-systems-on-amazon-men","task":"Recommendation Systems","dataset_variant":"Amazon Men","rows":3,"metrics":["Hit@10","nDCG@10","NDCG"],"first_row_in_archive_order":{"model":"CARCA Learnt + Con","paper":"/paper/positional-encoding-is-not-the-same-as","metrics":{"Hit@10":"0.7386","NDCG":"0.5889"},"code_links":[{"title":"researcher1741/position_encoding_srs","url":"https://github.com/researcher1741/position_encoding_srs"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/sequential-recommendation-on-amazon-men","task":"Sequential Recommendation","dataset_variant":"Amazon Men","rows":1,"metrics":["Hit@10"],"first_row_in_archive_order":{"model":"CARCA","paper":"/paper/carca-context-and-attribute-aware-next-item","metrics":{"Hit@10":"0.550"},"code_links":[{"title":"ahmedrashed-ml/carca","url":"https://github.com/ahmedrashed-ml/carca"},{"title":"ariaattar/CASM-PyTorch","url":"https://github.com/ariaattar/CASM-PyTorch"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/positional-encoding-is-not-the-same-as","title":"Positional encoding is not the same as context: A study on positional encoding for sequential recommendation","date":"2024-05-16","rows_on_this_dataset":2,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":8,"samples_ran":8,"samples_unverified":0,"pointer_only_for_licence":8,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/proxy-based-item-representation-for-attribute","title":"Proxy-based Item Representation for Attribute and Context-aware Recommendation","date":"2023-12-11","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/carca-context-and-attribute-aware-next-item","title":"CARCA: Context and Attribute-Aware Next-Item Recommendation via Cross-Attention","date":"2022-04-04","rows_on_this_dataset":1,"code_links":2,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":1,"samples_harvested":8,"samples_ran":8,"samples_unverified":0,"pointer_only_for_licence":8,"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."}