ReFEree evaluates factual consistency in real-world code summaries at segment level using reference-free criteria and dependency context, achieving 15-18% higher correlation with human judgments than prior state-of-the-art methods on a new benchmark.
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ReFEree: Reference-Free and Fine-Grained Method for Evaluating Factual Consistency in Real-World Code Summarization
ReFEree evaluates factual consistency in real-world code summaries at segment level using reference-free criteria and dependency context, achieving 15-18% higher correlation with human judgments than prior state-of-the-art methods on a new benchmark.