By iteratively generating and refining code prefixes with an LLM, Treefix reaches 84% and 82% line coverage on two Python snippet datasets, exceeding prior learning-guided execution tools by 25 and 7 percentage points.
Selfpico: Self- guided partial code execution with llms,
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Treefix: Enabling Execution with a Tree of Prefixes
By iteratively generating and refining code prefixes with an LLM, Treefix reaches 84% and 82% line coverage on two Python snippet datasets, exceeding prior learning-guided execution tools by 25 and 7 percentage points.