{"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/diacritics-restoration-using-neural-networks","title":"Diacritics Restoration Using Neural Networks","arxiv_id":null,"date":"2018-05-01","proceeding":"LREC 2018 5","authors":["Jakub N{\\'a}plava","Milan Straka","Pavel Stra{\\v{n}}{\\'a}k","Jan Haji{\\v{c}}"],"abstract":"","url_abs":"https://aclanthology.org/L18-1247","url_pdf":"https://aclanthology.org/L18-1247.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":"diacritics-restoration-using-neural-networks","repo_url":"https://github.com/arahusky/diacritics_restoration","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":null}],"tasks":[{"task_slug":"croatian-text-diacritization","task_name":"Croatian Text Diacritization"},{"task_slug":"czech-text-diacritization","task_name":"Czech Text Diacritization"},{"task_slug":"french-text-diacritization","task_name":"French Text Diacritization"},{"task_slug":"hungarian-text-diacritization","task_name":"Hungarian Text Diacritization"},{"task_slug":"irish-text-diacritization","task_name":"Irish Text Diacritization"},{"task_slug":"language-modeling","task_name":"Language Modeling"},{"task_slug":"latvian-text-diacritization","task_name":"Latvian Text Diacritization"},{"task_slug":"polish-text-diacritization","task_name":"Polish Text Diacritization"},{"task_slug":"romanian-text-diacritization","task_name":"Romanian Text Diacritization"},{"task_slug":"slovak-text-diacritization","task_name":"Slovak Text Diacritization"},{"task_slug":"spanish-text-diacritization","task_name":"Spanish Text Diacritization"},{"task_slug":"turkish-text-diacritization","task_name":"Turkish Text Diacritization"},{"task_slug":"vietnamese-text-diacritization","task_name":"Vietnamese Text Diacritization"}],"methods":[],"datasets_introduced":[{"slug":"multilingual-dataset-for-training-and","name":"Multilingual Dataset for Training and Evaluating Diacritics Restoration Systems","full_name":""}],"methods_introduced":[],"results":[{"leaderboard":"/sota/czech-text-diacritization-on-multilingual","task":"Czech Text Diacritization","dataset":"Multilingual Dataset for Training and Evaluating Diacritics Restoration Systems","model":"RNN + LM","rank_in_archive_order":2,"of":3,"metrics":{"Alpha-Word accuracy":"99.06"},"uses_additional_data":false},{"leaderboard":"/sota/czech-text-diacritization-on-multilingual","task":"Czech Text Diacritization","dataset":"Multilingual Dataset for Training and Evaluating Diacritics Restoration Systems","model":"RNN","rank_in_archive_order":3,"of":3,"metrics":{"Alpha-Word accuracy":"98.71"},"uses_additional_data":false},{"leaderboard":"/sota/vietnamese-text-diacritization-on","task":"Vietnamese Text Diacritization","dataset":"Multilingual Dataset for Training and Evaluating Diacritics Restoration Systems","model":"RNN + LM","rank_in_archive_order":2,"of":3,"metrics":{"Alpha-Word accuracy":"97.73"},"uses_additional_data":false},{"leaderboard":"/sota/vietnamese-text-diacritization-on","task":"Vietnamese Text Diacritization","dataset":"Multilingual Dataset for Training and Evaluating Diacritics Restoration Systems","model":"RNN","rank_in_archive_order":3,"of":3,"metrics":{"Alpha-Word accuracy":"97.55"},"uses_additional_data":false}],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}