{"url":"/dataset/amazon-baby","name":"Amazon Baby","full_name":"Amazon Baby 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"},{"name":"Multi-modal Recommendation","url":"/task/multi-modal-recommendation","datasets_with_task":"/datasets/task/multi-modal-recommendation"},{"name":"Modality completion","url":"/task/modality-completion","datasets_with_task":"/datasets/task/modality-completion"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Amazon Baby"],"data_loaders":[],"num_papers_in_archive":13,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/multimodal-recommendation-on-amazon-baby","task":"Multimodal Recommendation","dataset_variant":"Amazon Baby","rows":18,"metrics":["Recall","nDCG","Hit Ratio"],"first_row_in_archive_order":{"model":"FREEDOM (CLIP)","paper":"/paper/ducho-meets-elliot-large-scale-benchmarks-for-1","metrics":{"Hit Ratio":"14.45","Recall":"8.95","nDCG":"4.36"},"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/multi-modal-recommendation-on-amazon-baby","task":"Multi-modal Recommendation","dataset_variant":"Amazon Baby","rows":10,"metrics":["NDCG@20"],"first_row_in_archive_order":{"model":"MIG-GT","paper":"/paper/modality-independent-graph-neural-networks","metrics":{"NDCG@20":"0.0452"},"code_links":[{"title":"crawlscript/mig-gt","url":"https://github.com/crawlscript/mig-gt"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/modality-independent-graph-neural-networks","title":"Modality-Independent Graph Neural Networks with Global Transformers for Multimodal Recommendation","date":"2024-12-18","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/a-tale-of-two-graphs-freezing-and-denoising","title":"A Tale of Two Graphs: Freezing and Denoising Graph Structures for Multimodal Recommendation","date":"2022-11-13","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/self-supervised-learning-for-multimedia","title":"Self-Supervised Learning for Multimedia Recommendation","date":"2022-06-30","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/mgdcf-distance-learning-via-markov-graph","title":"MGDCF: Distance Learning via Markov Graph Diffusion for Neural Collaborative Filtering","date":"2022-04-05","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/dualgnn-dual-graph-neural-network-for","title":"DualGNN: Dual Graph Neural Network for Multimedia Recommendation","date":"2021-12-24","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/grcn-graph-refined-convolutional-network-for","title":"GRCN: Graph-Refined Convolutional Network for Multimedia Recommendation with Implicit Feedback","date":"2021-11-03","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/mining-latent-structures-for-multimedia","title":"Mining Latent Structures for Multimedia Recommendation","date":"2021-04-19","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":3,"samples_ran":3,"samples_unverified":0,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/lightgcn-simplifying-and-powering-graph","title":"LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation","date":"2020-02-06","rows_on_this_dataset":1,"code_links":18,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":7,"samples_ran":2,"samples_unverified":5,"pointer_only_for_licence":2,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/mmgcn-multi-modal-graph-convolution-network","title":"MMGCN: Multi-modal Graph Convolution Network for Personalized Recommendation of Micro-video","date":"2019-10-19","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/vbpr-visual-bayesian-personalized-ranking","title":"VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback","date":"2015-10-06","rows_on_this_dataset":1,"code_links":7,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":28,"samples_ran":3,"samples_unverified":25,"pointer_only_for_licence":3,"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":3,"samples_harvested":38,"samples_ran":8,"samples_unverified":30,"pointer_only_for_licence":5,"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."}