Validated Hypotheses as a Lens for Human-Likeness Evaluation in AI Agents. - Xuan Liu; Haoyang Shang; Zizhang Liu; Yuanjun Feng; Guankai Zhai; Yunze Xiao; Yiwen Tu; Haojian Jin (CoRR, 2026)