{"url":"/dataset/amazon-toys-games","name":"Amazon Toys & Games","full_name":"Amazon Toys & Games 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":"Multimodal Recommendation","url":"/task/multimodal-recommendation","datasets_with_task":"/datasets/task/multimodal-recommendation"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Amazon Toys & Games"],"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/multimodal-recommendation-on-amazon-toys","task":"Multimodal Recommendation","dataset_variant":"Amazon Toys & Games","rows":18,"metrics":["Recall","nDCG","Hit Ratio"],"first_row_in_archive_order":{"model":"FREEDOM (MMFashion + Sentence Bert)","paper":"/paper/ducho-meets-elliot-large-scale-benchmarks-for-1","metrics":{"Hit Ratio":"20.70","Recall":"13.73","nDCG":"7.10"},"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"}],"papers_with_a_benchmark_row":[{"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}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"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."}