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Xin-Nian Zhao

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#natural language process... Preprint Oct 2026

Local Prototype Reconstruction for Text-Compatible Speech-to-LLM Bridge Pretraining

Speech-to-LLM systems often connect a frozen speech encoder to a frozen large language model (LLM) through a small trainable bridge. The bridge is usually treated as plumbing, but it in fact defines the geometry of the speech-to-LLM interface, and the pretraining objective decides whether that interface provides a reus...

Xin-Nian Zhao, Chia-Hua Wu, Pu Wang et al. · 0 citations
#artificial intelligence Book Open access Sep 2026

"What Can I Do for You": How Should AI Companions Provide Assistance to Players in Virtual Reality Games

A VR puzzle game for Apple Vision Pro featuring an AI companion across four gameplay modes showed that AI assistance significantly reduced players’ workload, but autonomous agent play substantially diminished player experience by reducing challenge, autonomy, immersion, and enjoyment.

Tai-Yu Zhang, Xin-Nian Zhao, Adalberto L. Simeone · 0 citations

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