Three Tests to Run Before You Switch from LoRA to FullFT | Fireworks | Blogs | TechiSeek

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Three Tests to Run Before You Switch from LoRA to FullFT

When Full Fine-Tuning beats LoRA, the adapter may not be the problem. Controlled experiments on Qwen3.5-9B show how data coverage, optimization, and rank can create or close the quality gap to Full Parameter Fine-Tuning.

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