Full fine-tuning causes negative transfer and performance collapse in sub-300M SLMs on math tasks, establishing PEFT as a stability requirement.
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The Fine-Tuning Trap: Evaluating Negative Transfer and the Role of PEFT in Sub-1B Mathematical Reasoning
Full fine-tuning causes negative transfer and performance collapse in sub-300M SLMs on math tasks, establishing PEFT as a stability requirement.