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Mei Si

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#artificial intelligence Book Open access Mar 2026

Evaluating Prompt Robustness in Text-to-Audio Systems for Adaptive Virtual Agents and Game Soundtracks

MusicGen-small, MusicGen-large, and Stable Audio 2.5 achieve the lowest pooled acoustic distances and the highest audio–audio CLAP similarity under structural rephrasing, while MusicGen-large has the highest audio–audio CLAP similarity under lexical substitutions and intensity shifts.

Jia-Hui Wu, Mei Si · 0 citations
Book Open access Sep 2026

Grounding Player Intent in Game Commands: A Study of Compact Language Model Adaptation

Large language models can interpret user requests plausibly yet fail to produce actions that satisfy structural constraints. We study this problem in Dungeons & Dragons (D&D) combat, where player intent must be grounded in the current game state and translated into well-formed commands for Avrae, a Discord-based D&D au...

Ez Zwall, Kedong Chen, Yalun Zhou et al. · 0 citations

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