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This paper proposes a modality transfer task for Large Multimodal Models (LMMs) in GIS workflows and finds that current OpenAI LMMs struggle to transfer spatial information between image and text modalities, highlighting a critical bottleneck for autonomous GIS agents.
该论文介绍了 SeePhys Pro，这是一个用于诊断多模态强化学习（RL）中模态迁移问题的基准测试，揭示了模型在表征不变推理方面存在困难，且往往依赖残留的文本线索而非视觉证据。