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## Code editing leaderboard
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[Aider's code editing benchmark](/docs/benchmarks.html#the-benchmark) asks the LLM to edit python source files to complete 133 small coding exercises
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from Exercism. This benchmark measures the LLM's coding ability, but also whether it can consistently emit code edits in the format specified in the system prompt.
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from Exercism.
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This measures the LLM's coding ability, and whether it can
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write new code that integrates into existing code.
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The model also has to successfully apply all its changes to the source file without human intervention.
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<table style="width: 100%; max-width: 800px; margin: auto; border-collapse: collapse; box-shadow: 0 2px 4px rgba(0,0,0,0.1); font-size: 14px;">
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<thead style="background-color: #f2f2f2;">
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