<ul><li>SIMCOPILOT is a benchmark introduced to evaluate large language models (LLMs) in assisting with coding tasks.</li><li>The benchmark focuses on completion and infill tasks for Java and Python codebases of varying sizes and complexities.</li><li>The evaluation environment of SIMCOPILOT addresses factors such as task-specific performance, contextual understanding, and variable scope sensitivity often overlooked by existing benchmarks.</li><li>Evaluations across different domains reveal insights into LLM strengths and challenges in maintaining logical consistency within complex code structures, indicating a shift towards more intelligent software development partners.</li></ul>

SIMCOPILOT: Evaluating Large Language Models for Copilot-Style Code Generation

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