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Fine-tuning

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Thursday, 3 September 2026

Fine-tuning a 350M Model for Better Structured Outputs in 100 GRPO Steps

Hugging Face 1 month ago 33

LFM2.5-350M was fine-tuned with GRPO using TRL for structured-output compliance and then re-evaluated on IFStruct. The run used about 500 samples and 100 training steps, improving the IFStruct pass rate from 22.6% to 29.7%. JSON compliance increased from 18.0% to 31.9% while YAML stayed roughly flat, indicating task-specific fine-tuning shifts the model toward the targeted output formats.

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