This is an abstract from a research paper called “Plain English Papers” AI models can now criticize their own work, improving performance by 13%. If you like this kind of analysis, you should join AImodels.fyi or follow us twitter.
Overview
- Study explores using AI-generated self-criticism to improve language model training
- Introduces novel ways for models to evaluate and critique their own outputs
- Reward modeling accuracy increased by 13%
- Testing methods across multiple model sizes and tasks
- Showing scalability and effectiveness of small and large language models
simple english explanation
Language models need to be trained to understand what is a good response and what is a bad response. Currently, this often relies on human feedback, which is time-consuming and expensive.
This research shows that language models can effectively criticize their own output, similar to…