{"url":"/dataset/bio","name":"Bio","full_name":"Bio AMR Corpus","description_markdown":"This corpus includes annotations of cancer-related PubMed articles, covering 3 full papers (PMID:24651010, PMID:11777939, PMID:15630473) as well as the result sections of 46 additional PubMed papers. The corpus also includes about 1000 sentences each from the BEL BioCreative training corpus and the Chicago Corpus.","description_withheld":null,"homepage":"https://amr.isi.edu/","introduced_date":"2013-08-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/abstract-meaning-representation-for","title":"Abstract Meaning Representation for Sembanking","first_author":"Laura Banarescu","url":null},"license":null,"modalities":[{"name":"Texts","url":"/datasets/modality/texts"},{"name":"Graphs","url":"/datasets/modality/graphs"}],"tasks":[{"name":"AMR Parsing","url":"/task/amr-parsing","datasets_with_task":"/datasets/task/amr-parsing"},{"name":"AMR-to-Text Generation","url":"/task/amr-to-text-generation","datasets_with_task":"/datasets/task/amr-to-text-generation"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Bio"],"data_loaders":[],"num_papers_in_archive":53,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/amr-parsing-on-bio","task":"AMR Parsing","dataset_variant":"Bio","rows":5,"metrics":["Smatch"],"first_row_in_archive_order":{"model":"StructBART + MBSE (IBM)","paper":"/paper/maximum-bayes-smatch-ensemble-distillation","metrics":{"Smatch":"66.9"},"code_links":[{"title":"IBM/transition-amr-parser","url":"https://github.com/IBM/transition-amr-parser"},{"title":"ibm/amr-annotations","url":"https://github.com/ibm/amr-annotations"},{"title":"pournaki/transition-amr-parser","url":"https://github.com/pournaki/transition-amr-parser"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/graph-pre-training-for-amr-parsing-and-1","title":"Graph Pre-training for AMR Parsing and Generation","date":"2022-03-15","rows_on_this_dataset":1,"code_links":2,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":5,"samples_ran":3,"samples_unverified":2,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/maximum-bayes-smatch-ensemble-distillation","title":"Maximum Bayes Smatch Ensemble Distillation for AMR Parsing","date":"2021-12-14","rows_on_this_dataset":1,"code_links":3,"syntology":null},{"paper":"/paper/ensembling-graph-predictions-for-amr-parsing","title":"Ensembling Graph Predictions for AMR Parsing","date":"2021-10-18","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":3,"samples_ran":3,"samples_unverified":0,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/one-spring-to-rule-them-both-symmetric-amr","title":"One SPRING to Rule Them Both: Symmetric AMR Semantic Parsing and Generation without a Complex Pipeline","date":"2021-05-18","rows_on_this_dataset":2,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":2,"samples_harvested":8,"samples_ran":6,"samples_unverified":2,"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."}