Author

Cheng-Wei Qin

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#natural language process... Jun 2026

Notes2Skills: From Lab Notebooks to Certainty-Aware Scientific Agent Skills

Notes2Skills is presented, a two-stage framework for turning lab notebooks into verifiable skills for scientific AI agents while preserving the author's certainty, showing that certainty preservation is a key missing piece between lab notebooks and reliable agent skills, opening a path toward safer AI co-scientist syst...

S. Liu, Jiayao Chen, Cheng-Wei Qin et al. · arXiv.org · 1 citation

#natural language process... Preprint Mar 2026

CoMMET: A Psychologically Grounded Benchmark for Evaluating Theory of Mind in Multimodal LLMs

A new multimodal benchmark dataset, CoMMET, a comprehensive mental states and moral evaluation task inspired by the Theory of Mind Booklet Task is proposed, which is the first psychology-grounded benchmark to evaluate MLLMs across multiple mental states in a multimodal, open-ended, and multi-turn setting.

Rui-Rui Chen, Wei-Feng Jiang, Cheng-Wei Qin et al. · 0 citations