{"url":"/dataset/musecar-aste","name":"MuseASTE","full_name":"MuSe-CarASTE: A comprehensive dataset for aspect sentiment triplet extraction in automotive review videos","description_markdown":"•A new benchmark dataset for Aspect Sentiment Triplet Extraction.\r\n•First Aspect Sentiment Triplet Extraction (ASTE) Dataset in Automotive Domain.\r\n•Largest ASTE Dataset to date with annotations for over 28,295 sentences.\r\n•Dataset includes complex aspects not verbatim present in the sentence.\r\n•Domain: Aspect-based sentiment analysis, ASTE, Opinion Mining, Recommender System.\r\n•Four baseline SOTA models implemented on the dataset","description_withheld":null,"homepage":"https://doi.org/10.1016/j.eswa.2024.125695","introduced_date":"2020-08-03","introduced_date_note":null,"introduced_by":null,"license":{"name":"Creative Commons Licenses 4.0","url":"http://creativecommons.org/licenses/by-nc/4.0/"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Aspect-Based Sentiment Analysis (ABSA)","url":"/task/aspect-based-sentiment-analysis","datasets_with_task":"/datasets/task/aspect-based-sentiment-analysis"},{"name":"Aspect Sentiment Triplet Extraction","url":"/task/aspect-sentiment-triplet-extraction","datasets_with_task":"/datasets/task/aspect-sentiment-triplet-extraction"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["MuseASTE"],"data_loaders":[{"repo":"https://github.com/AtiUsm/MuseASTE","url":"https://github.com/AtiUsm/MuseASTE","frameworks":["pytorch"]}],"num_papers_in_archive":4,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/aspect-sentiment-triplet-extraction-on-1","task":"Aspect Sentiment Triplet Extraction","dataset_variant":"MuseASTE","rows":4,"metrics":["F1"],"first_row_in_archive_order":{"model":"BMRC","paper":"/paper/bidirectional-machine-reading-comprehension","metrics":{"F1":"0.568"},"code_links":[{"title":"NKU-IIPLab/BMRC","url":"https://github.com/NKU-IIPLab/BMRC"},{"title":"chenshaowei57/BMRC","url":"https://github.com/chenshaowei57/BMRC"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/towards-generative-aspect-based-sentiment","title":"Towards Generative Aspect-Based Sentiment Analysis","date":"2021-08-01","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/learning-span-level-interactions-for-aspect","title":"Learning Span-Level Interactions for Aspect Sentiment Triplet Extraction","date":"2021-07-26","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/a-unified-generative-framework-for-aspect","title":"A Unified Generative Framework for Aspect-Based Sentiment Analysis","date":"2021-06-08","rows_on_this_dataset":1,"code_links":3,"syntology":null},{"paper":"/paper/bidirectional-machine-reading-comprehension","title":"Bidirectional Machine Reading Comprehension for Aspect Sentiment Triplet Extraction","date":"2021-03-13","rows_on_this_dataset":1,"code_links":2,"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."}