Sometimes, but it very much depends on the context (no pun intended). If it's a pure syntax issue, OpenAI models will almost certainly make the right correction

Sometimes, but it very much depends on the context (no pun intended). If it's a pure syntax issue, OpenAI models will almost certainly make the right correction. If it's more abstract, like the LLM has hallucinated a property that is invalid as part of some larger schema you can quickly descend into the LLM gaslighting you into saying that it has fixed things when it hasn't.