Zeya Ahmad
1 indexed paper
Recent (6 mo)
1With code
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126
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NLP×1AI×1ML×1
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2026
Functional Entropy: Predicting Functional Correctness in LLM-Generated Code with Uncertainty Quantification
The paper introduces functional entropy, a code-specific uncertainty quantification method, which successfully predicts functional correctness in LLM-generated code by replacing natural language semantic equivalence with functional equivalence assessment.
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