{"url":"/task/zero-shot-named-entity-recognition-ner","name":"Zero-shot Named Entity Recognition (NER)","slug":"zero-shot-named-entity-recognition-ner","description_markdown":"Named Entity Recognition is Zero-shot Settings. The model has not been trained in the specific dataset","categories":[{"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":11,"papers_with_code":7,"benchmarks":4,"benchmark_tables_in_archive":4,"benchmark_tables_shown":4,"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":4,"subtasks":0,"parent_tasks":1},"benchmarks":[{"leaderboard":"/sota/zero-shot-named-entity-recognition-ner-on-1","slug":"zero-shot-named-entity-recognition-ner-on-1","dataset":"CrossNER","dataset_url":"/dataset/crossner","rows_in_archive":4,"metrics":["AI","Literature","Music","Politics","Science"],"first_row_in_archive_order":{"model":"NuNERZero span","paper_title":"NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data","paper_url":"/paper/nuner-entity-recognition-encoder-pre-training","paper_date":"2024-02-23","arxiv_id":"2402.15343","code_links":[{"title":"Serega6678/NuNER","url":"https://github.com/Serega6678/NuNER"}],"syntology":null}},{"leaderboard":"/sota/zero-shot-named-entity-recognition-ner-on","slug":"zero-shot-named-entity-recognition-ner-on","dataset":"Broad Twitter Corpus","dataset_url":"/dataset/broad-twitter-corpus","rows_in_archive":2,"metrics":["Entity F1"],"first_row_in_archive_order":{"model":"NuNerZero Span","paper_title":"NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data","paper_url":"/paper/nuner-entity-recognition-encoder-pre-training","paper_date":"2024-02-23","arxiv_id":"2402.15343","code_links":[{"title":"Serega6678/NuNER","url":"https://github.com/Serega6678/NuNER"}],"syntology":null}},{"leaderboard":"/sota/zero-shot-named-entity-recognition-ner-on-2","slug":"zero-shot-named-entity-recognition-ner-on-2","dataset":"HarveyNER","dataset_url":"/dataset/harveyner","rows_in_archive":2,"metrics":["Entity F1"],"first_row_in_archive_order":{"model":"GoLLIE","paper_title":"GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction","paper_url":"/paper/gollie-annotation-guidelines-improve-zero","paper_date":"2023-10-05","arxiv_id":"2310.03668","code_links":[{"title":"hitz-zentroa/gollie","url":"https://github.com/hitz-zentroa/gollie"}],"syntology":{"n":25,"n_ran":18,"n_unverified":7,"n_pointer_only":0}}},{"leaderboard":"/sota/zero-shot-named-entity-recognition-ner-on-3","slug":"zero-shot-named-entity-recognition-ner-on-3","dataset":"WikiEvents","dataset_url":"/dataset/wikievents","rows_in_archive":2,"metrics":["Entity F1"],"first_row_in_archive_order":{"model":"GoLLIE","paper_title":"GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction","paper_url":"/paper/gollie-annotation-guidelines-improve-zero","paper_date":"2023-10-05","arxiv_id":"2310.03668","code_links":[{"title":"hitz-zentroa/gollie","url":"https://github.com/hitz-zentroa/gollie"}],"syntology":{"n":25,"n_ran":18,"n_unverified":7,"n_pointer_only":0}}}],"datasets":[{"url":"/dataset/wikievents","name":"WikiEvents","full_name":"","num_papers_in_archive":33},{"url":"/dataset/crossner","name":"CrossNER","full_name":"","num_papers_in_archive":15},{"url":"/dataset/broad-twitter-corpus","name":"Broad Twitter Corpus","full_name":"","num_papers_in_archive":12},{"url":"/dataset/harveyner","name":"HarveyNER","full_name":"","num_papers_in_archive":5}],"subtasks":[],"parent_tasks":[{"url":"/task/named-entity-recognition-ner","name":"Named Entity Recognition (NER)"}],"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":7,"of":7,"tagged_in_all":11,"items":[{"url":"/paper/rethinking-negative-instances-for-generative","title":"Rethinking Negative Instances for Generative Named Entity Recognition","date":"2024-02-26","arxiv_id":"2402.16602","repositories_listed":2,"syntology":null},{"url":"/paper/a-cooperative-multi-agent-framework-for-zero","title":"A Cooperative Multi-Agent Framework for Zero-Shot Named Entity Recognition","date":"2025-02-25","arxiv_id":"2502.18702","repositories_listed":1,"syntology":null},{"url":"/paper/familiarity-better-evaluation-of-zero-shot","title":"Familiarity: Better Evaluation of Zero-Shot Named Entity Recognition by Quantifying Label Shifts in Synthetic Training Data","date":"2024-12-13","arxiv_id":"2412.10121","repositories_listed":1,"syntology":null},{"url":"/paper/nuner-entity-recognition-encoder-pre-training","title":"NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data","date":"2024-02-23","arxiv_id":"2402.15343","repositories_listed":1,"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/instructuie-multi-task-instruction-tuning-for","title":"InstructUIE: Multi-task Instruction Tuning for Unified Information Extraction","date":"2023-04-17","arxiv_id":"2304.08085","repositories_listed":1,"syntology":null},{"url":"/paper/textual-entailment-for-event-argument","title":"Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learning","date":"2022-05-03","arxiv_id":"2205.01376","repositories_listed":1,"syntology":null}],"syntology_records":1,"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"}}