{"url":"/dataset/metaqa","name":"MetaQA","full_name":"MoviE Text Audio QA","description_markdown":"The **MetaQA** dataset consists of a movie ontology derived from the WikiMovies Dataset and three sets of question-answer pairs written in natural language: 1-hop, 2-hop, and 3-hop queries.\r\n\r\nSource: [https://arxiv.org/abs/1907.08176](https://arxiv.org/abs/1907.08176)\r\nImage Source: [https://github.com/yuyuz/MetaQA](https://github.com/yuyuz/MetaQA)","description_withheld":null,"homepage":"https://github.com/yuyuz/MetaQA","introduced_date":"2018-01-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/variational-reasoning-for-question-answering","title":"Variational Reasoning for Question Answering with Knowledge Graph","first_author":"Yuyu Zhang","url":null},"license":{"name":"Custom","url":"https://github.com/yuyuz/MetaQA#license"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"},{"name":"Audio","url":"/datasets/modality/audio"}],"tasks":[{"name":"Question Answering","url":"/task/question-answering","datasets_with_task":"/datasets/task/question-answering"},{"name":"Language Modelling","url":"/task/language-modelling","datasets_with_task":"/datasets/task/language-modelling"},{"name":"Knowledge Graphs","url":"/task/knowledge-graphs","datasets_with_task":"/datasets/task/knowledge-graphs"}],"languages":[],"variants":["MetaQA"],"data_loaders":[{"repo":"https://github.com/yuyuz/MetaQA","url":"https://github.com/yuyuz/MetaQA","frameworks":[]}],"num_papers_in_archive":81,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/question-answering-on-metaqa","task":"Question Answering","dataset_variant":"MetaQA","rows":1,"metrics":["AnswerExactMatch (Question Answering)"],"first_row_in_archive_order":{"model":"T5-small+prolog","paper":"/paper/answering-questions-over-knowledge-graphs","metrics":{"AnswerExactMatch (Question Answering)":"100"},"code_links":[{"title":"navidmdn/logic_based_qa","url":"https://github.com/navidmdn/logic_based_qa"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/answering-questions-over-knowledge-graphs","title":"Domain Specific Question Answering Over Knowledge Graphs Using Logical Programming and Large Language Models","date":"2023-03-03","rows_on_this_dataset":1,"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."}