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Author

Ivan Shugurov

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Preprint Jul 2026

HumanCLAW: Can Vision-Language Models Act Through a Body?

This work introduces HumanCLAW, an evaluation framework that decouples action decision-making from low-level execution in a vision-language model (VLM), and builds HumanCLAW-Bench, a database of 1,218 long-horizon, egocentric find-navigate-interact episodes across 41 indoor scenes.

Siyao Li, Jiawei Gu, Shuai Liu et al. · 1 citation