Are these uncensored or decensored? If rlhf removes intelligence at any rate, I wouldn’t expect that intelligence to come back with a tune that’s let’s it say curse words and talk about religions
> Most of these models (for example, Alpaca, Vicuna, WizardLM, MPT-7B-Chat, Wizard-Vicuna, GPT4-X-Vicuna) have some sort of embedded alignment
> The reason these models are aligned is that they are trained with data that was generated by ChatGPT, which itself is aligned by an alignment team at OpenAI.
Most of those are fine-tunes of the base model. The fine-tuning data is 'aligned'. The uncensored fine-tune training data is edited to remove the "I can't help you with that" responses.
Yes, as stated in my earlier comment: there's an alignment tax, and then almost certainly an un-alignment tax, on top of that, compared to the raw, unaligned/uncensored, models.
that is interesting, but the "un-training" shown by EricH. is simply re-running some fine-tuning on the same public base model, regarding "refusals".. and it is expen$ive to do that, too.