AIBearisharXiv – CS AI · 6h ago7/10
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TriViewBench: Controlled Complexity Scaling for Multi-View Structural Reasoning in MLLMs
Researchers introduce TriViewBench, a controlled benchmark for evaluating multimodal AI models' ability to reason across multiple 3D views with varying complexity. Testing 18 MLLMs reveals a universal capability hierarchy and severe performance degradation on complex tasks, particularly in cross-view spatial reasoning, suggesting fundamental limitations in current AI architecture.