BigCodeArena: Judging code generations end to end with code executions

BigCodeArena introduces a new evaluation framework for assessing code generation models through end-to-end code execution rather than just syntactic correctness. This approach provides more realistic benchmarking by testing whether AI-generated code actually runs and produces correct outputs in real-world scenarios.

• →BigCodeArena evaluates AI code generation through actual code execution rather than just syntax checking.
• →The framework provides more comprehensive assessment of code generation model capabilities.
• →End-to-end testing better reflects real-world programming scenarios and requirements.
• →This evaluation method could improve how developers select and use AI coding assistants.
• →The framework addresses limitations in current code generation benchmarking approaches.