{"url":"/dataset/air","name":"AIR","full_name":"Adverbs in Recipes","description_markdown":"Adverbs in Recipes (AIR) is a dataset specifically collected for adverb recognition. AIR is a subset of HowTo100M where recipe videos show actions performed in ways that change according to an adverb (e.g. chop thinly/coarsely). AIR was carefully reviewed to ensure reliable annotations.","description_withheld":null,"homepage":"https://github.com/dmoltisanti/air-cvpr23","introduced_date":"2023-03-27","introduced_date_note":null,"introduced_by":{"paper":"/paper/learning-action-changes-by-measuring-verb","title":"Learning Action Changes by Measuring Verb-Adverb Textual Relationships","first_author":"Davide Moltisanti","url":null},"license":{"name":"MIT license","url":"https://github.com/dmoltisanti/air-cvpr23/blob/main/LICENSE"},"modalities":[],"tasks":[{"name":"Video-Adverb Retrieval","url":"/task/video-adverb-retrieval","datasets_with_task":"/datasets/task/video-adverb-retrieval"}],"languages":[],"variants":["AIR"],"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/video-adverb-retrieval-on-air","task":"Video-Adverb Retrieval","dataset_variant":"AIR","rows":4,"metrics":["mAP M","Acc-A","mAP W"],"first_row_in_archive_order":{"model":"ReGaDa","paper":"/paper/video-adverb-retrieval-with-compositional","metrics":{"Acc-A":"0.874","mAP M":"0.418","mAP W":"0.704"},"code_links":[{"title":"ExplainableML/ReGaDa","url":"https://github.com/ExplainableML/ReGaDa"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/video-adverb-retrieval-with-compositional","title":"Video-adverb retrieval with compositional adverb-action embeddings","date":"2023-09-26","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/learning-action-changes-by-measuring-verb","title":"Learning Action Changes by Measuring Verb-Adverb Textual Relationships","date":"2023-03-27","rows_on_this_dataset":3,"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."}