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LE Can you explain to me how RL with human feedback works for language models like I am five? Sure! So, imagine you have a robot named Rufus who wants to learn how to talk like a human. Rufus has a language model that helps him understand words and sentences. First, Rufus will say something using his language model. For example, he might say "I am a robot." Then, a human will listen to what Rufus said and give him feedback on whether it sounded like a natural sentence a human would say. The human might say, "That's not quite right, Rufus. Humans don't usually say 'I am a robot.' They might say 'I'm a robot' or 'I am a machine."" Rufus will take this feedback and use it to update his language model. He will try to say the sentence again, using the new information he received from the human. This time, he might say "I'm a robot." The human will listen again and give Rufus more feedback. This process will continue until Rufus can say sentences that sound natural to a human. Over time, Rufus will learn how to talk like a human thanks to the feedback he receives from humans. This is how language models can be improved using RL with human feedback.

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Origin Entry: Shoggoth with Smiley Face (Artificial Intelligence)

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"source is from a 4chan /g/ post":https://boards.4channel.org/g/thread/92745622

hehe your a cutie x3 "flops beside u and nuzzles* D awwww!~ "nuzzles u back and pounces on u and notices your buldge' Owo whats this..?

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LE Can you explain to me how RL with human feedback works for language models like I am five? Sure! So, imagine you have a robot named Rufus who wants to learn how to talk like a human. Rufus has a language model that helps him understand words and sentences. First, Rufus will say something using his language model. For example, he might say "I am a robot." Then, a human will listen to what Rufus said and give him feedback on whether it sounded like a natural sentence a human would say. The human might say, "That's not quite right, Rufus. Humans don't usually say 'I am a robot.' They might say 'I'm a robot' or 'I am a machine."" Rufus will take this feedback and use it to update his language model. He will try to say the sentence again, using the new information he received from the human. This time, he might say "I'm a robot." The human will listen again and give Rufus more feedback. This process will continue until Rufus can say sentences that sound natural to a human. Over time, Rufus will learn how to talk like a human thanks to the feedback he receives from humans. This is how language models can be improved using RL with human feedback.

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Uploaded Mar 08, 2023 at 10:09AM EST

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