Parameter counts for a B model:
- Full fine-tune: B parameters
- LoRA (r=): ~M parameters
- DoRA (r=): ~M parameters
- Adapters: ~M parameters
- Prefix tuning: ~M parameters
- IA3: ~K parameters
More parameters generally means more capacity. Match method to task complexity.