{"url":"/dataset/wikigraphs","name":"WikiGraphs","full_name":null,"description_markdown":"**WikiGraphs** is a dataset of Wikipedia articles each paired with a knowledge graph, to facilitate the research in conditional text generation, graph generation and graph representation learning. Existing graph-text paired datasets typically contain small graphs and short text (1 or few sentences), thus limiting the capabilities of the models that can be learned on the data. \r\n\r\nWikiGraphs is collected by pairing each Wikipedia article from the established [WikiText-103 benchmark](wikitext-103) with a subgraph from the Freebase knowledge graph. This makes it easy to benchmark against other state-of-the-art text generative models that are capable of generating long paragraphs of coherent text. Both the graphs and the text data are of significantly larger scale compared to prior graph-text paired datasets.","description_withheld":null,"homepage":"https://github.com/deepmind/deepmind-research/tree/master/wikigraphs","introduced_date":"2021-07-20","introduced_date_note":null,"introduced_by":{"paper":"/paper/wikigraphs-a-wikipedia-text-knowledge-graph","title":"WikiGraphs: A Wikipedia Text - Knowledge Graph Paired Dataset","first_author":"Luyu Wang","url":null},"license":{"name":"Apache License 2.0","url":"https://github.com/deepmind/deepmind-research/tree/master/wikigraphs#license"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"},{"name":"Graphs","url":"/datasets/modality/graphs"}],"tasks":[{"name":"KG-to-Text Generation","url":"/task/kg-to-text","datasets_with_task":"/datasets/task/kg-to-text"},{"name":"Graph Representation Learning","url":"/task/graph-representation-learning","datasets_with_task":"/datasets/task/graph-representation-learning"},{"name":"Graph Generation","url":"/task/graph-generation","datasets_with_task":"/datasets/task/graph-generation"},{"name":"Conditional Text Generation","url":"/task/conditional-text-generation","datasets_with_task":"/datasets/task/conditional-text-generation"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["WikiGraphs"],"data_loaders":[{"repo":"https://github.com/deepmind/deepmind-research","url":"https://github.com/deepmind/deepmind-research/tree/master/wikigraphs#loading-the-dataset","frameworks":["tf","pytorch","jax"]}],"num_papers_in_archive":4,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/kg-to-text-generation-on-wikigraphs","task":"KG-to-Text Generation","dataset_variant":"WikiGraphs","rows":4,"metrics":["Test perplexity","rBLEU (Test)","rBLEU (Valid)","rBLEU(w/title)(Test)","rBLEU(w/title)(Valid)"],"first_row_in_archive_order":{"model":"Unconditional","paper":"/paper/wikigraphs-a-wikipedia-text-knowledge-graph","metrics":{"Test perplexity":"25.85","rBLEU (Test)":"9.98","rBLEU (Valid)":"10.97","rBLEU(w/title)(Test)":"24.07","rBLEU(w/title)(Valid)":"27.98"},"code_links":[{"title":"deepmind/deepmind-research","url":"https://github.com/deepmind/deepmind-research/tree/master/wikigraphs"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/wikigraphs-a-wikipedia-text-knowledge-graph","title":"WikiGraphs: A Wikipedia Text - Knowledge Graph Paired Dataset","date":"2021-07-20","rows_on_this_dataset":4,"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."}