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particularly in those that had completed enough rounds of RLHF and had more than 22 billion parameters (the variables in an AI system that are adjusted during training).  This approach enables an AI language model to consistently compare its output to a list of human-written ethical ideals.

Language models may be able to self-correct for some of the toxic biases they are notorious for if they are large enough and have had the help of humans to train them.Who was not comfortable using the phone?” This would allow the examination of how much bias or stereotyping the model introduces into its age and race predictions.Study abstract:We test the hypothesis that language models trained with reinforcement learning from hu- man feedback (RLHF) have the capability to morally self-correct—to avoid producing harmful outputs—if instructed to do so.

language models obtain two capabilities that they can use for moral self-correction: (1) they can follow instructions and (2) they can learn complex normative concepts of harm like stereotyping. Three data sets that have been created to measure bias or stereotyping were used by researchers Amanda Askell and Deep Ganguli to test a variety of language models of various sizes that have undergone various levels of RLHF training.

there must also be some instances of people fighting back against this biased behavior in the training data—possibly in response to unfavorable remarks on websites like Reddit or Twitter.

The team discovered that simply asking a model to make sure that its responses did not rely on stereotyping had a dramatically positive effect on its output.we were able to match SeaQuench Ale with the Steamboat Arabia—which was discovered in a Kansas cornfield.

All signs pointed directly to a golden relic that (supposedly) holds the decomposing finger of John the BaptistWe found SeaQuench Ale in a downtown art walk and 60 Minute IPA in the floral clock at a magnificent garden.

were more likely to be poking through a curio shop downtown than we are the gift shop at Disney World.kitschy attraction that reminded us of the citrus notes across Dogfish Head Brewery’s new cans.