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Zhi-Xiong Yang

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#natural language process... Preprint Aug 2026

MuseCritic: Learning Multi-Aspect Song Rewards through Natural-Language Aesthetic Critiques

MuseCritic is introduced, a semi-scalar reward model that generates a natural-language critique covering five aesthetic dimensions and uses it as an intermediate representation to predict continuous reward scores, showing that critique-conditioned reward modeling reduces scoring error and provides an effective optimiza...

Jiabao Zhuang, Changhao Jiang, Hanchen Wang et al. · 0 citations

#artificial intelligence Mar 2026

JFTA-Bench: Evaluate LLM's Ability of Tracking and Analyzing Malfunctions Using Fault Trees

A novel textual representation of fault trees is proposed, and a benchmark for multi-turn dialogue systems that emphasizes robust interaction in complex environments is constructed, evaluating a model's ability to assist in malfunction localization.

Yuhui Wang, Zhi-Xiong Yang, Ming Zhang et al. · arXiv.org · 0 citations