Methods › General › Fine-Tuning › SORSA
Singular Values and Orthonormal Regularized Singular Vectors Adaptation
SORSA
Introduced by Yang Cao in SORSA: Singular Values and Orthonormal Regularized Singular Vectors Adaptation of Large Language Models
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The archive carries no description for this method.
Papers archive 2025-07-28
1 shown of 1, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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SORSA: Singular Values and Orthonormal Regularized Singular Vectors Adaptation of Large Language Models 21 Aug 2024 · 1 repository · arXiv:2409.00055Syntology ran 5 of 5 samples · 0 unverified
Tasks archive 2025-07-28
4 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| 8k | 1 |
| GSM8K | 1 |
| Math | 1 |
| parameter-efficient fine-tuning | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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