{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/youtube-av-50k-an-annotated-corpus-for","title":"YouTube AV 50K: An Annotated Corpus for Comments in Autonomous Vehicles","arxiv_id":"1807.11227","date":"2018-07-30","proceeding":null,"authors":["Tao Li","Lei Lin","Minsoo Choi","Kaiming Fu","Siyuan Gong","Jian Wang"],"abstract":"With one billion monthly viewers, and millions of users discussing and\nsharing opinions, comments below YouTube videos are rich sources of data for\nopinion mining and sentiment analysis. We introduce the YouTube AV 50K dataset,\na freely-available collections of more than 50,000 YouTube comments and\nmetadata below autonomous vehicle (AV)-related videos. We describe its creation\nprocess, its content and data format, and discuss its possible usages.\nEspecially, we do a case study of the first self-driving car fatality to\nevaluate the dataset, and show how we can use this dataset to better understand\npublic attitudes toward self-driving cars and public reactions to the accident.\nFuture developments of the dataset are also discussed.","url_abs":"http://arxiv.org/abs/1807.11227v4","url_pdf":"http://arxiv.org/pdf/1807.11227v4.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"youtube-av-50k-an-annotated-corpus-for","repo_url":"https://github.com/Eroica-cpp/YouTube-Statistics","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"autonomous-vehicles","task_name":"Autonomous Vehicles"},{"task_slug":"opinion-mining","task_name":"Opinion Mining"},{"task_slug":"self-driving-cars","task_name":"Self-Driving Cars"},{"task_slug":"sentiment-analysis","task_name":"Sentiment Analysis"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}