Author

Haoze Liu

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Preprint Aug 2026

SkillEval: Decomposing Agent Skill Quality into Interpretable Signals

SkillEval is used to evaluate skills in controlled quality tests and it is used for diagnosing weaknesses in skill documents and guiding targeted revisions, and it is shown that SkillEval reliably distinguishes skills of different quality.

Jia-Hui Han, Qinuo Li, Ziheng Peng et al. · 1 citation

Jul 2026

See2Think: Do Multimodal Models Really Use Intermediate Visual States?

Evaluating representative proprietary and open-source multimodal models, it is found that visual reasoning is strongly model- and environment-dependent, with no single setting consistently dominating across tasks.

Siyu Yan, Zhuoran Yan, Haiying Xu et al. · arXiv.org · 0 citations