UniGenBench++: A Unified Semantic Evaluation Benchmark for Text-to-ImageGeneration
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UniGenBench++: The New Test for AI‑Made Pictures

Ever wondered if a computer can really “see” what you describe? Scientists have built a fresh challenge called UniGenBench++ that puts text‑to‑image AIs to the ultimate test. Imagine asking a robot to draw “a bustling night market in Shanghai” and then checking if every lantern, noodle stall, and crowd looks just right. This benchmark offers 600 real‑world prompts, from short English tags to long Chinese sentences, covering everyday scenes and quirky ideas alike. It’s like giving AI a “pop‑quiz” in many languages and lengths, so we can spot where it shines or slips. By using a powerful multimodal language model as a judge, researchers can now score pictures on 10 big categories and 27 tiny details—everything from color accur…

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