{"url":"/dataset/dabs","name":"DABS","full_name":"Domain-Agnostic Benchmark for Self-supervised learning","description_markdown":"**DABS** is a domain-agnostic benchmark for self-supervised learning to encourage research and progress towards domain-agnostic methods.","description_withheld":null,"homepage":"https://github.com/alextamkin/dabs","introduced_date":"2021-11-23","introduced_date_note":null,"introduced_by":{"paper":"/paper/dabs-a-domain-agnostic-benchmark-for-self","title":"DABS: A Domain-Agnostic Benchmark for Self-Supervised Learning","first_author":"Alex Tamkin","url":null},"license":{"name":"Unknown","url":null},"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Self-Supervised Learning","url":"/task/self-supervised-learning","datasets_with_task":"/datasets/task/self-supervised-learning"}],"languages":[],"variants":["DABS"],"data_loaders":[],"num_papers_in_archive":4,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/self-supervised-learning-on-dabs","task":"Self-Supervised Learning","dataset_variant":"DABS","rows":3,"metrics":["Images & Text","Med. Imaging","Natural Images","Sensors","Speech","Text"],"first_row_in_archive_order":{"model":"Pretraining: None","paper":"/paper/dabs-a-domain-agnostic-benchmark-for-self","metrics":{"Images & Text":"57.5","Med. Imaging":"68.1","Natural Images":"10.1","Sensors":"69.8","Speech":"24.9","Text":"42.3"},"code_links":[{"title":"alextamkin/dabs","url":"https://github.com/alextamkin/dabs"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/dabs-a-domain-agnostic-benchmark-for-self","title":"DABS: A Domain-Agnostic Benchmark for Self-Supervised Learning","date":"2021-11-23","rows_on_this_dataset":3,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":2,"samples_ran":0,"samples_unverified":2,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":1,"samples_harvested":2,"samples_ran":0,"samples_unverified":2,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":1,"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."}