{"url":"/dataset/mars-multimodal-analogical-reasoning-dataset","name":"MARS (Multimodal Analogical Reasoning dataSet)","full_name":null,"description_markdown":"Analogical reasoning is fundamental to human cognition and holds an important place in various fields. However, previous studies mainly focus on single-modal analogical reasoning and ignore taking advantage of structure knowledge. We introduce the new task of multimodal analogical reasoning over knowledge graphs, which requires multimodal reasoning ability with the help of background knowledge. Our dataset MARS contains 10,685 training, 1,228 validation and 1,415 test instances.","description_withheld":null,"homepage":"","introduced_date":"2022-10-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/multimodal-analogical-reasoning-over","title":"Multimodal Analogical Reasoning over Knowledge Graphs","first_author":"Ningyu Zhang","url":null},"license":null,"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Knowledge Graphs","url":"/task/knowledge-graphs","datasets_with_task":"/datasets/task/knowledge-graphs"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["MARS (Multimodal Analogical Reasoning dataSet)"],"data_loaders":[],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/knowledge-graphs-on-mars-multimodal","task":"Knowledge Graphs","dataset_variant":"MARS (Multimodal Analogical Reasoning dataSet)","rows":8,"metrics":["MRR"],"first_row_in_archive_order":{"model":"MarT_MKGformer","paper":"/paper/multimodal-analogical-reasoning-over","metrics":{"MRR":"0.341"},"code_links":[{"title":"zjunlp/MKGformer","url":"https://github.com/zjunlp/MKGformer"},{"title":"zjunlp/MKG_Analogy","url":"https://github.com/zjunlp/MKG_Analogy"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/multimodal-analogical-reasoning-over","title":"Multimodal Analogical Reasoning over Knowledge Graphs","date":"2022-10-01","rows_on_this_dataset":8,"code_links":2,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":27,"samples_ran":7,"samples_unverified":20,"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":1,"samples_harvested":27,"samples_ran":7,"samples_unverified":20,"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."}