Comment by treprinum

This is 2020-level stuff. These days with emergent abilities in LLMs trained with over 1T tokens like GPT-4 a single-shot chain-of-thought beats most fine-tunings. I did research on transformer adapters i.e. parameter-efficient fine-tuning and that stuff is now completely obsolete outside of some restricted domains where small models can still perform well.