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Full-Parameter Fine-Tuning

  • Bharath Kumar Bolla,
  • Kalpa Subbaiah,
  • Sashi Kiran Kaata

摘要

Having become adept at guiding pre-trained models with carefully crafted prompts, we now turn to a more intensive and powerful method of specialization. When a model must truly speak the language of a specific domain, understand a unique task, or adopt a particular style, fine-tuning becomes essential. In this chapter, we will delve into Full Fine-Tuning, the traditional and most thorough method, in which we meticulously adjust all model parameters to align the model with our desired outcome.