most citedSpatial Reasoning in Multimodal Large Language Models: A Survey of Tasks, Benchmarks and Methods

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cs.AI2025

Reasoning Path and Latent State Analysis for Multi-view Visual Spatial Reasoning: A Cognitive Science Perspective

Qiyao Xue, Weichen Liu, Shiqi Wang +3

Spatial reasoning is a core aspect of human intelligence that allows perception, inference and planning in 3D environments. However, current vision-language models (VLMs) struggle…

cs.AI2025★ 1 cited

Spatial Reasoning in Multimodal Large Language Models: A Survey of Tasks, Benchmarks and Methods

Weichen Liu, Qiyao Xue, Haoming Wang +3

Spatial reasoning, which requires ability to perceive and manipulate spatial relationships in the 3D world, is a fundamental aspect of human intelligence, yet remains a persistent…