{"url":"/dataset/amazon-fashion","name":"Amazon Fashion","full_name":"Amazon Fashion","description_markdown":"This datasets is a subset of the Amazon reviews dataset which contain Fashion related products","description_withheld":null,"homepage":"","introduced_date":"2019-05-30","introduced_date_note":null,"introduced_by":{"paper":"/paper/explainable-fashion-recommendation-a-semantic","title":"Explainable Fashion Recommendation: A Semantic Attribute Region Guided Approach","first_author":"Min Hou","url":null},"license":null,"modalities":[],"tasks":[{"name":"Recommendation Systems","url":"/task/recommendation-systems","datasets_with_task":"/datasets/task/recommendation-systems"}],"languages":[],"variants":["Amazon Fashion"],"data_loaders":[],"num_papers_in_archive":8,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/recommendation-systems-on-amazon-fashion","task":"Recommendation Systems","dataset_variant":"Amazon Fashion","rows":4,"metrics":["HitRatio@ 10 (100 Neg. Samples)","nDCG@10 (100 Neg. Samples)","AUC","nDCG@10 (500 Neg. Samples)","Hit@10","NDCG"],"first_row_in_archive_order":{"model":"ProxyRCA","paper":"/paper/proxy-based-item-representation-for-attribute","metrics":{"HitRatio@ 10 (100 Neg. Samples)":"0.661","nDCG@10 (100 Neg. Samples)":"0.446"},"code_links":[{"title":"theeluwin/ProxyRCA","url":"https://github.com/theeluwin/ProxyRCA"}]},"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":1,"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},{"paper":"/paper/explainable-fashion-recommendation-a-semantic","title":"Explainable Fashion Recommendation: A Semantic Attribute Region Guided Approach","date":"2019-05-30","rows_on_this_dataset":1,"code_links":1,"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."}