{"url":"/dataset/knowledgenet","name":"KnowledgeNet","full_name":"KnowledgeNet","description_markdown":"KnowledgeNet is a benchmark dataset for the task of automatically populating a knowledge base (Wikidata) with facts expressed in natural language text on the web. KnowledgeNet provides text exhaustively annotated with facts, thus enabling the holistic end-to-end evaluation of knowledge base population systems as a whole, unlike previous benchmarks that are more suitable for the evaluation of individual subcomponents (e.g., entity linking, relation extraction).\r\n\r\nFor instance, the dataset contains text expressing the fact (Gennaro Basile; RESIDENCE; Moravia), in the passage: \"Gennaro Basile was an Italian painter, born in Naples but active in the German-speaking countries. He settled at Brünn, in Moravia, and lived about 1756...\"\r\n\r\nSource: [KnowledgeNet](https://github.com/diffbot/knowledge-net)","description_withheld":null,"homepage":"https://github.com/diffbot/knowledge-net","introduced_date":"2019-11-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/knowledgenet-a-benchmark-dataset-for","title":"KnowledgeNet: A Benchmark Dataset for Knowledge Base Population","first_author":"Filipe Mesquita","url":null},"license":null,"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Relation Extraction","url":"/task/relation-extraction","datasets_with_task":"/datasets/task/relation-extraction"},{"name":"Knowledge Graphs","url":"/task/knowledge-graphs","datasets_with_task":"/datasets/task/knowledge-graphs"},{"name":"Entity Linking","url":"/task/entity-linking","datasets_with_task":"/datasets/task/entity-linking"}],"languages":[{"name":"Italian","url":"/datasets/language/italian"}],"variants":["KnowledgeNet"],"data_loaders":[{"repo":"https://github.com/diffbot/knowledge-net","url":"https://github.com/diffbot/knowledge-net","frameworks":[]}],"num_papers_in_archive":6,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"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."}