{"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/design-challenges-and-misconceptions-in","title":"Design Challenges and Misconceptions in Neural Sequence Labeling","arxiv_id":"1806.04470","date":"2018-06-12","proceeding":"COLING 2018 8","authors":["Jie Yang","Shuailong Liang","Yue Zhang"],"abstract":"We investigate the design challenges of constructing effective and efficient\nneural sequence labeling systems, by reproducing twelve neural sequence\nlabeling models, which include most of the state-of-the-art structures, and\nconduct a systematic model comparison on three benchmarks (i.e. NER, Chunking,\nand POS tagging). Misconceptions and inconsistent conclusions in existing\nliterature are examined and clarified under statistical experiments. In the\ncomparison and analysis process, we reach several practical conclusions which\ncan be useful to practitioners.","url_abs":"http://arxiv.org/abs/1806.04470v2","url_pdf":"http://arxiv.org/pdf/1806.04470v2.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":"design-challenges-and-misconceptions-in","repo_url":"https://github.com/jiesutd/NCRFpp","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"design-challenges-and-misconceptions-in","repo_url":"https://github.com/jiesutd/PyTorchSeqLabel","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[{"task_slug":"chunking","task_name":"Chunking"},{"task_slug":"misconceptions","task_name":"Misconceptions"},{"task_slug":"cg","task_name":"NER"},{"task_slug":"pos","task_name":"POS"},{"task_slug":"pos-tagging","task_name":"POS Tagging"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1806.04470","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}