{"url":"/dataset/amazon-beauty","name":"Amazon Beauty","full_name":"Amazon Beauty 5-core","description_markdown":"This dataset includes reviews (ratings, text, helpfulness votes), product metadata (descriptions, category information, price, brand, and image features), and links (also viewed/also bought graphs).","description_withheld":null,"homepage":"https://cseweb.ucsd.edu/~jmcauley/datasets/amazon/links.html","introduced_date":"2024-03-06","introduced_date_note":null,"introduced_by":{"paper":"/paper/bridging-language-and-items-for-retrieval-and","title":"Bridging Language and Items for Retrieval and Recommendation","first_author":"Yupeng Hou","url":null},"license":null,"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Texts","url":"/datasets/modality/texts"}],"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"},{"name":"Multimodal Recommendation","url":"/task/multimodal-recommendation","datasets_with_task":"/datasets/task/multimodal-recommendation"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Amazon Beauty"],"data_loaders":[{"repo":"https://github.com/pavansid69/606","url":"https://github.com/pavansid69/606","frameworks":["tf","pytorch","jax"]}],"num_papers_in_archive":18,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/multimodal-recommendation-on-amazon-beauty","task":"Multimodal Recommendation","dataset_variant":"Amazon Beauty","rows":18,"metrics":["Recall","nDCG","Hit Ratio"],"first_row_in_archive_order":{"model":"LATTICE (ALIGN)","paper":"/paper/ducho-meets-elliot-large-scale-benchmarks-for-1","metrics":{"Hit Ratio":"21.31","Recall":"13.93","nDCG":"7.21"},"code_links":[{"title":"sisinflab/Ducho-meets-Elliot","url":"https://github.com/sisinflab/Ducho-meets-Elliot"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/recommendation-systems-on-amazon-beauty","task":"Recommendation Systems","dataset_variant":"Amazon Beauty","rows":6,"metrics":["Hit@10","nDCG@10","NDCG"],"first_row_in_archive_order":{"model":"CARCA Abs + Con","paper":"/paper/positional-encoding-is-not-the-same-as","metrics":{"Hit@10":"0.6793","NDCG":"0.4871"},"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-beauty-1","task":"Sequential Recommendation","dataset_variant":"Amazon Beauty","rows":1,"metrics":["HR@10","NDCG@10"],"first_row_in_archive_order":{"model":"SASRec-SCE","paper":"/paper/scalable-cross-entropy-loss-for-sequential","metrics":{"HR@10":"0.0935","NDCG@10":"0.0544"},"code_links":[{"title":"AIRI-Institute/Scalable-SASRec","url":"https://github.com/AIRI-Institute/Scalable-SASRec"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/scalable-cross-entropy-loss-for-sequential","title":"Scalable Cross-Entropy Loss for Sequential Recommendations with Large Item Catalogs","date":"2024-09-27","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/ducho-meets-elliot-large-scale-benchmarks-for-1","title":"Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation","date":"2024-09-24","rows_on_this_dataset":18,"code_links":1,"syntology":null},{"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},{"paper":"/paper/sse-pt-sequential-recommendation-via","title":"SSE-PT: Sequential Recommendation Via Personalized Transformer","date":"2019-09-25","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/180809781","title":"Self-Attentive Sequential Recommendation","date":"2018-08-20","rows_on_this_dataset":1,"code_links":8,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":20,"samples_ran":3,"samples_unverified":17,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":2,"samples_harvested":28,"samples_ran":11,"samples_unverified":17,"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."}