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Moonshot AI's PerceptionBench tests multimodal AI models' visual perception separately from reasoning. No frontier model reaches 60 percent accuracy, with GPT-5.6 Sol leading narrowly. Many reasoning errors actually occur during image reading, not later logic stages.
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