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.
Supporting code comprehension via annotations: Right information at the right time and place
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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.