RLAIF
Technology & Computing abbreviation · Artificial Intelligence
| Stands for | Reinforcement learning from AI feedback |
|---|---|
| Categories | Technology & Computing |
RLAIF stands for Reinforcement learning from AI feedback, an artificial intelligence abbreviation.
A variant of RLHF in which an AI model, guided by written principles or instructions, generates the preference judgments used to train a reward model, reducing the need for human labelers.
Example: The team used RLAIF to scale harmlessness training to millions of comparisons.
Usage notes
Anthropic's 2022 "Constitutional AI" paper trained with AI feedback guided by a list of principles, and a 2023 Google study compared RLAIF directly with RLHF. Critics worry that AI-generated feedback can reinforce a model's existing blind spots. In practice labs often mix human and AI feedback.
Related abbreviations
More artificial intelligence abbreviations
- PR – Precision-recall (curve)
- QA – Question answering
- RAG – Retrieval-augmented generation
- ReLU – Rectified linear unit
- RF – Random forest
- RL – Reinforcement learning
- RLHF – Reinforcement learning from human feedback
- RMSE – Root mean square error
- RNN – Recurrent neural network
- ROC – Receiver operating characteristic
- RPA – Robotic process automation
- SD – Stable Diffusion