{"url":"/task/zero-shot-sentiment-classification","name":"Zero-shot Sentiment Classification","slug":"zero-shot-sentiment-classification","description_markdown":null,"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":6,"papers_with_code":4,"benchmarks":1,"benchmark_tables_in_archive":1,"benchmark_tables_shown":1,"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":1,"subtasks":0,"parent_tasks":0},"benchmarks":[{"leaderboard":"/sota/zero-shot-sentiment-classification-on","slug":"zero-shot-sentiment-classification-on","dataset":"AfriSenti","dataset_url":"/dataset/afrisenti","rows_in_archive":5,"metrics":["weighted-F1 score"],"first_row_in_archive_order":{"model":"SACL-XLMR","paper_title":"UCAS-IIE-NLP at SemEval-2023 Task 12: Enhancing Generalization of Multilingual BERT for Low-resource Sentiment Analysis","paper_url":"/paper/ucas-iie-nlp-at-semeval-2023-task-12","paper_date":"2023-06-01","arxiv_id":"2306.01093","code_links":[{"title":"zerohd4869/sacl","url":"https://github.com/zerohd4869/sacl"}],"syntology":null}}],"datasets":[{"url":"/dataset/afrisenti","name":"AfriSenti","full_name":"AfriSenti: A Twitter Sentiment Analysis Benchmark for African Languages","num_papers_in_archive":1}],"subtasks":[],"parent_tasks":[],"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":4,"of":4,"tagged_in_all":6,"items":[{"url":"/paper/distilling-fine-grained-sentiment","title":"Distilling Fine-grained Sentiment Understanding from Large Language Models","date":"2024-12-24","arxiv_id":"2412.18552","repositories_listed":1,"syntology":null},{"url":"/paper/ucas-iie-nlp-at-semeval-2023-task-12","title":"UCAS-IIE-NLP at SemEval-2023 Task 12: Enhancing Generalization of Multilingual BERT for Low-resource Sentiment Analysis","date":"2023-06-01","arxiv_id":"2306.01093","repositories_listed":1,"syntology":null},{"url":"/paper/hausanlp-at-semeval-2023-task-12-leveraging","title":"HausaNLP at SemEval-2023 Task 12: Leveraging African Low Resource TweetData for Sentiment Analysis","date":"2023-04-26","arxiv_id":"2304.13634","repositories_listed":1,"syntology":null},{"url":"/paper/open-vocabulary-electroencephalography-to","title":"Open Vocabulary Electroencephalography-To-Text Decoding and Zero-shot Sentiment Classification","date":"2021-12-05","arxiv_id":"2112.02690","repositories_listed":1,"syntology":null}],"syntology_records":0,"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"}}