Methods › General › Optimization › Sophia
Second-order Clipped Stochastic Optimization
Sophia
Introduced by Hong Liu et al. in Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The archive carries only a placeholder description for this method.
Papers archive 2025-07-28
2 shown of 2, 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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CoLLiE: Collaborative Training of Large Language Models in an Efficient Way 1 Dec 2023 · 1 repository · arXiv:2312.00407Syntology ran 4 of 7 samples · 3 unverified
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Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training 23 May 2023 · 7 repositories · arXiv:2305.14342Syntology ran 6 of 19 samples · 13 unverified
Tasks archive 2025-07-28
5 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 |
|---|---|
| GPU | 1 |
| Language Modeling | 1 |
| Language Modelling | 1 |
| Stochastic Optimization | 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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