Author

Jinyuan Li

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#artificial intelligence Preprint Oct 2026

Questioning the Questions: Sustaining Self-Evolution in Reasoning Models

Self-evolving reasoning models learn from their own generated questions, yet repeated self-training can lead to performance collapse. In this paper, we investigate why performance deteriorates over successive rounds and how to sustain self-evolution. Our analysis identifies two recurring quality problems in self-genera...

Jin-Yuan Li, Chengsong Huang, Lang-Lin Huang et al. · 0 citations

#natural language process... Review Jun 2026

Beyond Alignment: Value Diversity as a Collective Property in Multicultural Agent Systems

Multicultural multi-agent systems are increasingly deployed in globally diverse settings, where different agents are grounded in different cultural backgrounds. Existing cultural evaluation focuses on value alignment: how closely a single agent matches a target culture. Yet alignment is a per-agent property and cannot...

Shaoyang Xu, Jingsheng Zhang, Ho-Ang P. Long et al. · arXiv.org · 0 citations