{"url":"/method/sorsa","slug":"sorsa","name":"SORSA","full_name":"Singular Values and Orthonormal Regularized Singular Vectors Adaptation","full_name_withheld":false,"description_markdown":null,"description_state":"absent","introduced_year":null,"introduced_by":{"title":"SORSA: Singular Values and Orthonormal Regularized Singular Vectors Adaptation of Large Language Models","paper":"/paper/sorsa-singular-values-and-orthonormal","first_author":"Yang Cao","n_authors":1,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/sorsa-singular-values-and-orthonormal"},"source":{"url":"https://arxiv.org/abs/2409.00055v5","title":"SORSA: Singular Values and Orthonormal Regularized Singular Vectors Adaptation of Large Language Models","url_on_a_paper_host":true},"code_snippet_url":null,"code_snippet_url_on_a_code_host":false,"categories":[{"area":"General","area_id":"general","collection":"Fine-Tuning","url":"/methods/category/fine-tuning","pwc_aliases":[]}],"n_papers_tagged":1,"archive_num_papers":1,"papers_newest_first":[{"paper":"/paper/sorsa-singular-values-and-orthonormal","title":"SORSA: Singular Values and Orthonormal Regularized Singular Vectors Adaptation of Large Language Models","date":"2024-08-21","arxiv_id":"2409.00055","n_code_links":1,"syntology":{"ran":5,"of":5,"unverified":0,"pointer_only":0}}],"papers_shown":1,"tasks":[{"task":null,"name":"8k","papers":1},{"task":"/task/gsm8k","name":"GSM8K","papers":1},{"task":"/task/math","name":"Math","papers":1},{"task":"/task/parameter-efficient-fine-tuning","name":"parameter-efficient fine-tuning","papers":1}],"tasks_shown":4,"n_tasks":4,"usage_by_year":[{"year":"2024","papers":1}],"row_source":"methods_table","archive":{"source":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","archive_url":"https://paperswithcode.com/method/sorsa"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}