ReCUBE: Evaluating Repository-Level Context Utilization in Code Generation

1. 1Identify the limitations of existing benchmarks in evaluating repository-level context utilization
2. 2Develop a benchmark that isolates and measures the effectiveness of LLMs in leveraging repository-level context
3. 3Apply ReCUBE to evaluate the performance of LLMs in code generation tasks
4. 4Analyze the results to improve the capabilities of LLMs in utilizing repository-level context

Software engineers and AI researchers on a team can benefit from ReCUBE to assess and improve the performance of LLMs in code generation tasks, allowing for more effective collaboration and development of coding assistants

💡 ReCUBE provides a direct measure of how effectively LLMs leverage repository-level context during code generation, addressing a key limitation of existing benchmarks

🤖 ReCUBE: a new benchmark for evaluating how LLMs use repository-level context in code generation