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Spectral Analysis of LoRA vs Full Fine-Tuning in Language Models

Spectral Analysis of LoRA vs Full Fine-Tuning in Language Models

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PEFT LoRA

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PEFT LoRA

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Spectral Analysis of LoRA vs Full Fine-Tuning in Language Models

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  1. 1 PEFT LoRA
  2. 2 Structural Differences
  3. 3 Rank vs Size
  4. 4 Spectral properties in SVD
  5. 5 LoRA introduces new vectors
  6. 6 MIT pre-print October 28
  7. 7 Example simplification
  8. 8 Weight tensor update functions
  9. 9 LoRA Rank stabilization
  10. 10 Key Takeaways

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