Semantically similar prompt mutations cause substantial score shifts and can overturn model rankings in code benchmarks, especially within the same model family.
Reasoning Runtime Behavior of a Pro- gram with LLM: How Far Are We?
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Re-Evaluating Code LLM Benchmarks Under Semantic Mutation
Semantically similar prompt mutations cause substantial score shifts and can overturn model rankings in code benchmarks, especially within the same model family.