{"url":"/dataset/aristo-v4","name":"Aristo-v4","full_name":"Aristo Tuple KB Version 4","description_markdown":"The Aristo Tuple KB contains a collection of high-precision, domain-targeted (subject,relation,object) tuples extracted from text using a high-precision extraction pipeline, and guided by domain vocabulary constraints.  The dataset was introduced by the paper [_Domain-Targeted, High Precision Knowledge Extraction_](https://aclanthology.org/Q17-1017.pdf).","description_withheld":null,"homepage":"https://allenai.org/data/tuple-kb","introduced_date":"2017-03-01","introduced_date_note":null,"introduced_by":null,"license":{"name":"CC-BY-SA","url":"https://creativecommons.org/licenses/by-sa/4.0/"},"modalities":[],"tasks":[{"name":"Link Prediction","url":"/task/link-prediction","datasets_with_task":"/datasets/task/link-prediction"},{"name":"Knowledge Graph Completion","url":"/task/knowledge-graph-completion","datasets_with_task":"/datasets/task/knowledge-graph-completion"},{"name":"Knowledge Base Completion","url":"/task/knowledge-base-completion","datasets_with_task":"/datasets/task/knowledge-base-completion"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Aristo-v4"],"data_loaders":[],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/link-prediction-on-aristo-v4","task":"Link Prediction","dataset_variant":"Aristo-v4","rows":1,"metrics":["Hits@1","Hits@10","Hits@3","MRR"],"first_row_in_archive_order":{"model":"ComplEx-N3-RP","paper":"/paper/relation-prediction-as-an-auxiliary-training","metrics":{"Hits@1":"0.24","Hits@10":"0.447","Hits@3":"0.336","MRR":"0.311"},"code_links":[{"title":"facebookresearch/ssl-relation-prediction","url":"https://github.com/facebookresearch/ssl-relation-prediction"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/relation-prediction-as-an-auxiliary-training","title":"Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations","date":"2021-10-06","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."}