Beyond Passing Tests: A Systematic Review and Controlled Re-Evaluation of Techniques for Improving the Quality of LLM-Generated Code

Large language models pass most functional-correctness benchmarks, but passing tests says little about whether their code is readable, efficient or secure. Many techniques claim to improve these qualities, yet their evidence is scattered, usually covers one quality dimension and is rarely compare...