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Sizhe Qiu

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#natural language process... Preprint Sep 2026

OmniEdu: Open Foundation Models for Learning and Teaching

Educational foundation models must solve problems, understand curriculum structure, diagnose learner difficulties, and provide appropriate instructional support. Existing educational language models often focus on either problem solving or tutoring, with training mixtures organized by source or task rather than capabil...

Hao Liang, Qi-Han Lin, Mei-Yi Qiang et al. · 0 citations
Preprint Jul 2026

WorkSurface-Bench: Benchmarking Enterprise Agents on Multi-Surface Knowledge Routing

WorkSurface-Bench is introduced, a benchmark for evaluating the capability of heterogeneous knowledge sources as surface routing in enterprise agents, and shows that correct surface selection is necessary but insufficient for task completion.

Hao Liang, Meiyi Qiang, Sizhe Qiu et al. · 0 citations

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