A rubric-graded code comprehension benchmark shows within-task accuracy gains after fine-tuning on data derived from the same benchmark, confounding the claim of true semantic understanding.
Fold2vec: Towards a statement-based representation of code for code comprehension
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A Code Comprehension Benchmark for Large Language Models for Code
A rubric-graded code comprehension benchmark shows within-task accuracy gains after fine-tuning on data derived from the same benchmark, confounding the claim of true semantic understanding.