Friday, 28 June 2024
Google errors in AI - GENERATED code:
Certainly! OpenAI has introduced **CriticGPT**, a new AI model designed to identify mistakes in code generated by ChatGPT. This tool aims to enhance the accuracy of AI systems through **Reinforcement Learning from Human Feedback (RLHF)**, making it easier for human reviewers to spot errors that might otherwise go unnoticed⁴. CriticGPT is based on the **GPT-4** family of models and is specifically trained to catch inaccuracies in AI-generated code. Here's how it works:
1. **Training Approach**: OpenAI trained CriticGPT on a large number of inputs containing deliberately inserted mistakes. These mistakes were manually added to code written by ChatGPT, simulating real-world scenarios where errors might occur³.
2. **Catching Bugs**: CriticGPT critiques ChatGPT's code output, highlighting inaccuracies. While its suggestions aren't always perfect, they significantly help trainers catch more problems than they would without AI assistance. In fact, when trainers use CriticGPT, their critiques become more comprehensive, resulting in fewer hallucinated bugs compared to when the model works alone³.
3. **Integration**: OpenAI plans to integrate CriticGPT-like models into their RLHF labeling pipeline, providing explicit AI assistance to human trainers. This step is crucial for evaluating outputs from advanced AI systems that can be challenging for people to rate without better tools³.
In summary, CriticGPT is a valuable addition to OpenAI's efforts to improve AI alignment and ensure reliable code generation.
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