{"url":"/task/low-resource-named-entity-recognition","name":"Low Resource Named Entity Recognition","slug":"low-resource-named-entity-recognition","description_markdown":"Low resource named entity recognition is the task of using data and models available for one language for which ample such resources are available (e.g., English) to solve named entity recognition tasks in another, commonly more low-resource, language.","categories":[{"name":"Medical","url":"/area/medical"},{"name":"Natural Language Processing","url":"/area/natural-language-processing"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":38,"papers_with_code":15,"benchmarks":3,"benchmark_tables_in_archive":3,"benchmark_tables_shown":3,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":5,"subtasks":0,"parent_tasks":1},"benchmarks":[{"leaderboard":"/sota/low-resource-named-entity-recognition-on-4","slug":"low-resource-named-entity-recognition-on-4","dataset":"CONLL 2003 German","dataset_url":"/dataset/conll-1","rows_in_archive":1,"metrics":["F1 score"],"first_row_in_archive_order":{"model":"Zero-Resource Transfer From CoNLL-2003 English dataset.","paper_title":"Zero-Resource Cross-Lingual Named Entity Recognition","paper_url":"/paper/zero-resource-cross-lingual-named-entity","paper_date":"2019-11-22","arxiv_id":"1911.09812","code_links":[{"title":"ntunlp/Zero-Shot-Cross-Lingual-NER","url":"https://github.com/ntunlp/Zero-Shot-Cross-Lingual-NER"}],"syntology":null}},{"leaderboard":"/sota/low-resource-named-entity-recognition-on-5","slug":"low-resource-named-entity-recognition-on-5","dataset":"Conll 2003 Spanish","dataset_url":"/dataset/conll-1","rows_in_archive":1,"metrics":["F1 score"],"first_row_in_archive_order":{"model":"Zero-Resource Cross-lingual Transfer From CoNLL-2003 English dataset.","paper_title":"Zero-Resource Cross-Lingual Named Entity Recognition","paper_url":"/paper/zero-resource-cross-lingual-named-entity","paper_date":"2019-11-22","arxiv_id":"1911.09812","code_links":[{"title":"ntunlp/Zero-Shot-Cross-Lingual-NER","url":"https://github.com/ntunlp/Zero-Shot-Cross-Lingual-NER"}],"syntology":null}},{"leaderboard":"/sota/low-resource-named-entity-recognition-on-6","slug":"low-resource-named-entity-recognition-on-6","dataset":"CONLL 2003 Dutch","dataset_url":"/dataset/conll-1","rows_in_archive":1,"metrics":["F1 score"],"first_row_in_archive_order":{"model":"Zero-Resource Transfer From CoNLL-2003 English dataset.","paper_title":"Zero-Resource Cross-Lingual Named Entity Recognition","paper_url":"/paper/zero-resource-cross-lingual-named-entity","paper_date":"2019-11-22","arxiv_id":"1911.09812","code_links":[{"title":"ntunlp/Zero-Shot-Cross-Lingual-NER","url":"https://github.com/ntunlp/Zero-Shot-Cross-Lingual-NER"}],"syntology":null}}],"datasets":[{"url":"/dataset/conll-2003","name":"CoNLL 2003","full_name":"","num_papers_in_archive":755},{"url":"/dataset/conll-1","name":"CoNLL","full_name":"","num_papers_in_archive":187},{"url":"/dataset/few-nerd","name":"Few-NERD","full_name":"Few-NERD","num_papers_in_archive":77},{"url":"/dataset/broad-twitter-corpus","name":"Broad Twitter Corpus","full_name":"","num_papers_in_archive":12},{"url":"/dataset/rare-disease-annotation-from-mimic-iii","name":"Rare Diseases Mentions in MIMIC-III","full_name":"Rare disease mention annotations from a sample of MIMIC-III clinical notes","num_papers_in_archive":2}],"subtasks":[],"parent_tasks":[{"url":"/task/information-extraction","name":"Information Extraction"}],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":15,"of":15,"tagged_in_all":38,"items":[{"url":"/paper/towards-robust-named-entity-recognition-for","title":"Towards Robust Named Entity Recognition for Historic German","date":"2019-06-18","arxiv_id":"1906.07592","repositories_listed":2,"syntology":null},{"url":"/paper/gollie-annotation-guidelines-improve-zero","title":"GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction","date":"2023-10-05","arxiv_id":"2310.03668","repositories_listed":1,"syntology":{"n":25,"n_ran":18,"n_unverified":7,"n_pointer_only":0}},{"url":"/paper/better-low-resource-entity-recognition","title":"Translation and Fusion Improves Zero-shot Cross-lingual Information Extraction","date":"2023-05-23","arxiv_id":"2305.13582","repositories_listed":1,"syntology":null},{"url":"/paper/see-few-seed-expand-and-entail-for-few-shot","title":"SEE-Few: Seed, Expand and Entail for Few-shot Named Entity Recognition","date":"2022-10-11","arxiv_id":"2210.05632","repositories_listed":1,"syntology":null},{"url":"/paper/a-comparative-study-of-pre-trained-encoders-1","title":"A Comparative Study of Pre-trained Encoders for Low-Resource Named Entity Recognition","date":"2022-04-11","arxiv_id":"2204.04980","repositories_listed":1,"syntology":null},{"url":"/paper/instructionner-a-multi-task-instruction-based","title":"InstructionNER: A Multi-Task Instruction-Based Generative Framework for Few-shot NER","date":"2022-03-08","arxiv_id":"2203.03903","repositories_listed":1,"syntology":null},{"url":"/paper/low-resource-named-entity-recognition-based","title":"Low-Resource Named Entity Recognition Based on Multi-hop Dependency Trigger","date":"2021-09-15","arxiv_id":"2109.07118","repositories_listed":1,"syntology":null},{"url":"/paper/data-augmentation-for-low-resource-named","title":"Data Augmentation for Low-Resource Named Entity Recognition Using Backtranslation","date":"2021-08-26","arxiv_id":"2108.11703","repositories_listed":1,"syntology":null},{"url":"/paper/bert-memorisation-and-pitfalls-in-low","title":"Memorisation versus Generalisation in Pre-trained Language Models","date":"2021-04-16","arxiv_id":"2105.00828","repositories_listed":1,"syntology":{"n":2,"n_ran":1,"n_unverified":1,"n_pointer_only":0}},{"url":"/paper/anea-distant-supervision-for-low-resource","title":"ANEA: Distant Supervision for Low-Resource Named Entity Recognition","date":"2021-02-25","arxiv_id":"2102.13129","repositories_listed":1,"syntology":{"n":1,"n_ran":0,"n_unverified":1,"n_pointer_only":1}},{"url":"/paper/a-robust-and-domain-adaptive-approach-for-low","title":"A Robust and Domain-Adaptive Approach for Low-Resource Named Entity Recognition","date":"2021-01-02","arxiv_id":"2101.00388","repositories_listed":1,"syntology":null},{"url":"/paper/soft-gazetteers-for-low-resource-named-entity","title":"Soft Gazetteers for Low-Resource Named Entity Recognition","date":"2020-05-04","arxiv_id":"2005.01866","repositories_listed":1,"syntology":null},{"url":"/paper/zero-resource-cross-lingual-named-entity","title":"Zero-Resource Cross-Lingual Named Entity Recognition","date":"2019-11-22","arxiv_id":"1911.09812","repositories_listed":1,"syntology":null},{"url":"/paper/feature-dependent-confusion-matrices-for-low","title":"Feature-Dependent Confusion Matrices for Low-Resource NER Labeling with Noisy Labels","date":"2019-10-14","arxiv_id":"1910.06061","repositories_listed":1,"syntology":null},{"url":"/paper/multilingual-ner-transfer-for-low-resource","title":"Massively Multilingual Transfer for NER","date":"2019-02-01","arxiv_id":"1902.00193","repositories_listed":1,"syntology":null}],"syntology_records":3,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}