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We trained this model using Reinforcement Learning from Human Feedback (RLHF), using the same methods as InstructGPT, but with slight differences in the data collection setup. We trained an initial model using supervised fine-tuning: human AI trainers provided conversations in which they played both sides—the user and an AI assistant. We gave the trainers access to model-written suggestions to help them compose their responses. We mixed this new dialogue dataset with the InstructGPT dataset, which we transformed into a dialogue format.

To create a reward model for reinforcement learning, we needed to collect comparison data, which consisted of two or more model responses ranked by quality. To collect this data, we took conversations that AI trainers had with the chatbot. We randomly selected a model-written message, sampled several alternative completions, and had AI trainers rank them. Using these reward models, we can fine-tune the model using Proximal Policy Optimization. We performed several iterations of this process

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You're quite easily contented, aren't you?

My explanation seemed to content him. SMART Vocabulary: related words and phrases

Phrasal verb

content yourself with something

content

noun [ U ]

   literary

UK  /kənˈtent/ US/kənˈtent/

content noun [U] (HAPPINESS)

a happy and satisfied feeling:

Once had he resolved what to do, there followed almost immediately a feeling of content.

Synonym

contentment

See also

to your heart's content More examples SMART Vocabulary: related words and phrases

content

noun

UK  /ˈkɒn.tent/ US  /ˈkɑːn.tent/

content noun (INFORMATION)

contents [ plural ]

B2

the articles or parts contained in a magazine or book, with the number of the page they begin on:

table of contents Scroll down the table of (= list of) contents to find areas that interest you.

See more

B2 [ S or U ]

the ideas that are contained in a piece of writing, a speech, or a film:

It's a very stylish and beautiful film, but it lacks content.

We've discussed the unusual form of the book - now, what about the content?