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T2IScoreScore (TS2) is a meta-metric for analyzing the consistency of text-to-image faithfulness metrics.
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2026-02-26 17:30:29
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T2IScoreScore (TS2): Assessing Consistency of T2I Faithfulness Metrics T2IScoreScore ( ): Objectively assessing text-to-image prompt faithfulness metrics Michael Saxon Mahsa Khoshnoodi Fatima Jahara Yujie Lu Aditya Sharma William Yang Wang Co-first authors University of California, Santa Barbara Fatima Al-Fihri Predoctoral Fellowship arXiv Code 🤗 Dataset T2IScoreScore ( TS2 ) assesses how well a T2I metric can correctly order and separate clusters of images with different error counts with respect to a single prompt using a semantic error graph . Surprisingly, we find that the state-of-the-art LM-based metrics (in terms of human preference correlations) struggle to outperform simple feature-space metrics like CLIPScore at ordering or separating closely related sets of images. This surprising result is contrary to claims in many papers presenting novel metrics; the benefits of using more complicated systems b...
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