Author

Shao-Hua Sun

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Preprint Aug 2026

Findings of the First Teaching Monster Challenge: A Benchmark of Pedagogical Content Knowledge in AI Agents

The Teaching Monster Challenge is introduced, the first instructional video generation benchmark to treat the learner persona as an explicit evaluation criterion and release the benchmark, rubric, and human judgments as a testbed for both teaching systems and automatic judges.

Yi-Cheng Lin, Yu-Kai Guo, Szu-Chi Chen et al. · 0 citations

Preprint Aug 2026

Joint Optimization of Tool Creation and Use for Large Language Model Agents

A reinforcement learning framework that jointly trains tool creation and tool use inside a single policy, with three separate reward axes that catch schema, code, and outcome failures independently, so each failure mode contributes its own gradient.

Zhi Rui Tam, Chieh-Yen Lin, Yun-Nung Chen et al. · 0 citations