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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Jiatang Dong

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Preprint Sep 2026

Rethinking Automated Voice Similarity by Shifting from EER to Embedding Geometry

Speaker verification (SV) models are commonly assumed to better capture nuances among speaker characteristics as verification accuracy improves, leading to their widespread use as automated proxies for human voice similarity in speech generation tasks. However, by establishing a human perceptual alignment metric and co...

Szu-Chi Chen, Jia-Tang Dong, Yi-Cheng Lin et al. · 0 citations
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

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