3 ms·
It's just a fancy word for clamping the new reward value to within some delta of the original value. Otherwise the model ends up "exploiting" outliers that mak
by upghost 2y ago
It's just a fancy word for clamping the new reward value to within some delta of the original value. Otherwise the model ends up "exploiting" outliers that make sense to machines but not to humans. They do the same thing with PPO in RLHF.
Great article, if you're interested: https://huyenchip.com/2023/05/02/rlhf.html#3_2_finetuning_using_the_reward_model https://huyenchip.com/2023/05/02/rlhf.html#3_2_finetuning_us...