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NovGauge is presented, a human-anchored benchmark for fine-grained novelty assessment diagnosis, and a cascading diagnostic pipeline that verifies per-dimension correctness, evidence grounding, and logical support is proposed.
Even top-tier vision-language models consistently invert a subject's left and right, exposing a blind spot in camera- versus subject-centric spatial reasoning that rubric-guided GRPO over anatomical priors can finally resolve.