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SANEval: Open-Vocabulary Compositional Benchmarks with Failure-mode Diagnosis

SANEval introduces open-vocabulary compositional benchmarks using LLM-based prompt understanding and open-vocabulary detection to diagnose text-to-image failure modes. Its automated metric correlates more faithfully with human judgments across attribute binding, spatial relations, and numeracy than

Rishav Pramanik, Ian Nielsen, Jeffrey Smith, Saurav Pandit and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 1/5