{"url":"/dataset/benchie","name":"BenchIE","full_name":null,"description_markdown":"BenchIE: a benchmark and evaluation framework for comprehensive evaluation of OIE systems for English, Chinese and German. In contrast to existing OIE benchmarks, BenchIE takes into account informational equivalence of extractions: our gold standard consists of fact synsets, clusters in which we exhaustively list all surface forms of the same fact.","description_withheld":null,"homepage":"https://github.com/gkiril/benchie","introduced_date":"2021-09-14","introduced_date_note":null,"introduced_by":{"paper":"/paper/benchie-open-information-extraction","title":"BenchIE: A Framework for Multi-Faceted Fact-Based Open Information Extraction Evaluation","first_author":"Kiril Gashteovski","url":null},"license":null,"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Open Information Extraction","url":"/task/open-information-extraction","datasets_with_task":"/datasets/task/open-information-extraction"}],"languages":[{"name":"English","url":"/datasets/language/english"},{"name":"German","url":"/datasets/language/german"},{"name":"Chinese","url":"/datasets/language/chinese"}],"variants":["BenchIE"],"data_loaders":[{"repo":"https://github.com/gkiril/benchie","url":"https://github.com/gkiril/benchie","frameworks":[]}],"num_papers_in_archive":3,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/open-information-extraction-on-benchie","task":"Open Information Extraction","dataset_variant":"BenchIE","rows":11,"metrics":["Precision","F1","Recall"],"first_row_in_archive_order":{"model":"ClausIE","paper":"/paper/benchie-open-information-extraction","metrics":{"F1":"0.34","Precision":"0.50","Recall":"0.26"},"code_links":[{"title":"gkiril/benchie","url":"https://github.com/gkiril/benchie"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/compactie-compact-facts-in-open-information","title":"CompactIE: Compact Facts in Open Information Extraction","date":"2022-05-05","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/benchie-open-information-extraction","title":"BenchIE: A Framework for Multi-Faceted Fact-Based Open Information Extraction Evaluation","date":"2021-09-14","rows_on_this_dataset":10,"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."}