Reinforcement learning from human feedback (RLHF)
A way to train a model towards what people prefer. People compare pairs of outputs, a reward model learns to predict their choices, and the main model is then trained with reinforcement learning to get high scores from the reward model.
Introduced by
RLHF origin, 2017
Used by
- RLHF for LMs, 2019
- RLHF for summarisation, 2020
- InstructGPT, 2022
- ChatGPT, 2022
- GPT-4, 2023
- Llama 2, 2023