新闻
Can LLMs Reason About Runtime Behavior? A Repository-Level Dynamic Benchmark
arXiv cs.AI · 发布于 · 阅读约3分钟
30秒读懂
- 发生了什么
- Researchers released SWE-Flux, a benchmark testing whether LLMs can reason about code execution across real Python repositories with 480 test instances.
- 为何重要
- Matters for engineers evaluating LLMs for code analysis tasks, especially those requiring understanding of runtime behavior and program state.
- 注意
- Best model achieved only 37% accuracy. LLMs struggle with dataflow, cross-function execution, and precise state reasoning across multiple tests.
- llm
- language model
- reasoning
- eval
- benchmark
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