{"url":"/dataset/kpi-edgar","name":"KPI-EDGAR","full_name":null,"description_markdown":"We introduce KPI-EDGAR, a novel dataset for Joint Named Entity Recognition and Relation Extraction building on financial reports uploaded to the Electronic Data Gathering, Analysis, and Retrieval (EDGAR) system, where the main objective is to extract Key Performance Indicators (KPIs) from financial documents (the named entity recognition part) and link them to their numerical values (the relation extraction part).\r\n\r\nChallenges include the fuzzy borders of entities and finding the correct numeric value/year pair for each entity.","description_withheld":null,"homepage":"https://github.com/tobideusser/kpi-edgar","introduced_date":"2022-10-17","introduced_date_note":null,"introduced_by":{"paper":"/paper/kpi-edgar-a-novel-dataset-and-accompanying","title":"KPI-EDGAR: A Novel Dataset and Accompanying Metric for Relation Extraction from Financial Documents","first_author":"Tobias Deußer","url":null},"license":{"name":"MIT","url":"https://github.com/tobideusser/kpi-edgar/blob/main/LICENSE.md"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"},{"name":"Financial","url":"/datasets/modality/financial"}],"tasks":[{"name":"Joint Entity and Relation Extraction","url":"/task/joint-entity-and-relation-extraction","datasets_with_task":"/datasets/task/joint-entity-and-relation-extraction"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["KPI-EDGAR"],"data_loaders":[],"num_papers_in_archive":2,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/joint-entity-and-relation-extraction-on-kpi","task":"Joint Entity and Relation Extraction","dataset_variant":"KPI-EDGAR","rows":1,"metrics":["Relation F1"],"first_row_in_archive_order":{"model":"KPI-BERT","paper":"/paper/kpi-edgar-a-novel-dataset-and-accompanying","metrics":{"Relation F1":"43.76"},"code_links":[{"title":"tobideusser/kpi-edgar","url":"https://github.com/tobideusser/kpi-edgar"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/kpi-edgar-a-novel-dataset-and-accompanying","title":"KPI-EDGAR: A Novel Dataset and Accompanying Metric for Relation Extraction from Financial Documents","date":"2022-10-17","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."}