{"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/vilio-state-of-the-art-visio-linguistic","title":"Vilio: State-of-the-art Visio-Linguistic Models applied to Hateful Memes","arxiv_id":"2012.07788","date":"2020-12-14","proceeding":null,"authors":["Niklas Muennighoff"],"abstract":"This work presents Vilio, an implementation of state-of-the-art visio-linguistic models and their application to the Hateful Memes Dataset. The implemented models have been fitted into a uniform code-base and altered to yield better performance. The goal of Vilio is to provide a user-friendly starting point for any visio-linguistic problem. An ensemble of 5 different V+L models implemented in Vilio achieves 2nd place in the Hateful Memes Challenge out of 3,300 participants. The code is available at https://github.com/Muennighoff/vilio.","url_abs":"https://arxiv.org/abs/2012.07788v1","url_pdf":"https://arxiv.org/pdf/2012.07788v1.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":"vilio-state-of-the-art-visio-linguistic","repo_url":"https://github.com/Muennighoff/vilio","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"meme-classification","task_name":"Meme Classification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/meme-classification-on-hateful-memes","task":"Meme Classification","dataset":"Hateful Memes","model":"Vilio","rank_in_archive_order":11,"of":17,"metrics":{"Accuracy":"0.695","ROC-AUC":"0.825"},"uses_additional_data":false}],"syntology":{"syntology_url":"https://syntology.ai/paper/2012.07788","atlas_url":"https://app.syntology.ai/?focus=2012.07788","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}