{"url":"/dataset/bionli","name":"BioNLI","full_name":"Biomedical Natural Language Inference","description_markdown":"**BioNLI** is a dataset in biomedical natural language inference. This dataset contains abstracts from biomedical literature and mechanistic premises generated with nine different strategies.\r\n\r\nSource: [BioNLI: Generating a Biomedical NLI Dataset Using Lexico-semantic Constraints for Adversarial Examples](https://arxiv.org/pdf/2210.14814v1.pdf)\r\n\r\nImage Source: [https://arxiv.org/pdf/2210.14814v1.pdf](https://arxiv.org/pdf/2210.14814v1.pdf)","description_withheld":null,"homepage":"https://stonybrooknlp.github.io/BioNLI/","introduced_date":"2022-10-26","introduced_date_note":null,"introduced_by":{"paper":"/paper/bionli-generating-a-biomedical-nli-dataset","title":"BioNLI: Generating a Biomedical NLI Dataset Using Lexico-semantic Constraints for Adversarial Examples","first_author":"Mohaddeseh Bastan","url":null},"license":{"name":"CC BY 4.0 License","url":"https://creativecommons.org/licenses/by/4.0/"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Natural Language Inference","url":"/task/natural-language-inference","datasets_with_task":"/datasets/task/natural-language-inference"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["BioNLI"],"data_loaders":[],"num_papers_in_archive":5,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/natural-language-inference-on-bionli","task":"Natural Language Inference","dataset_variant":"BioNLI","rows":1,"metrics":["Macro F1"],"first_row_in_archive_order":{"model":"BioLinkBert","paper":"/paper/bionli-generating-a-biomedical-nli-dataset","metrics":{"Macro F1":"0.77"},"code_links":[{"title":"StonyBrookNLP/BioNLI","url":"https://github.com/StonyBrookNLP/BioNLI"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/bionli-generating-a-biomedical-nli-dataset","title":"BioNLI: Generating a Biomedical NLI Dataset Using Lexico-semantic Constraints for Adversarial Examples","date":"2022-10-26","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."}