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Abstractiveness Metrics for Evaluating Text Summarization: A Refined Formulation with Empirical Validation

arXiv cs.CL ↗ · 2026-07-14 Cached

This paper introduces Reference Abstraction (RA), Summary Abstraction (SA), and Abstraction Ratio (AR) metrics to quantify abstractiveness in text summarization, using harmonic mean of document lengths and cubic non-overlap factor. Empirical evaluation on XSUM with four models shows the metrics effectively discriminate between extractive and abstractive summaries, and flag potential hallucination.

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