Author

Wan Jiang

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#artificial intelligence Review Oct 2026

AgentPersonaBench: Benchmarking Persona-Driven User Simulation

We introduce AgentPersonaBench (APB), a benchmark evaluating whether persona conditioning faithfully steers downstream agent behavior. While language models are increasingly deployed for persona-driven user simulation, existing benchmarks primarily evaluate conversational styling or self-reports rather than authentic b...

Jin-Tao Huang, Yi-Fan Wang, Hong-Yuan Shen et al. · 0 citations

#artificial intelligence Preprint Sep 2026

COEVO: Co-Evolving Context and Parameters for Recursive Self-Improvement

COEVO is introduced, a framework that updates model parameters from on-policy experience while adapting contextual guidance according to the state of the evolving policy, and suggests that external context should be viewed not merely as a fixed interface to a large language model, but as an adaptive component of recurs...

Si-Wei Chen, Xin-Ping Bao, Xin-Yu Cai et al. · 0 citations