Incredible!! I am going to try this myself. I will let you know how it goes.
honesty vector tuning showed a real advantage over honesty token tuning, comparable to honesty vector steering at the best layer and multiplier:
Is this backwards? I'm having a bit of trouble following your terms. Seems like this post is terribly underrated -- maybe others also got confused? Basically, you only need 4 terms, yes?
* base model
* steered model
* activation-tuned model
* token cross-entropy trained model
I think I was reading half the plots backwards or something. Anyway I bet if you reposted with clearer terms/plots then you'd get some good followup work and a lot of general engagement.
Could you say more about where the whole sequence is going / what motivated it? I am curious.