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How Good Is ChatGPT at Coding, Really?

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A study published in IEEE Transactions on Software Engineering evaluated OpenAI's ChatGPT for coding capabilities. The AI showed varied success rates, from 0.66% to 89% depending on factors like task difficulty and the programming language. ChatGPT excelled at solving older problems but struggled with newer ones due to training dataset limitations. The study also highlighted ChatGPT's ability to provide code with less runtime and memory overhead than human solutions but noted security concerns and the need for developers to guide the AI to avoid vulnerabilities.

  • ChatGPT succeeds at coding rates from 0.66% to 89%.
  • Performs better on pre-2021 algorithm problems.
  • Generates more efficient code in some cases.
  • Struggles with new, unseen coding problems.
  • AI-generated code can have security issues.