PersonalityScienceBench evaluates how agents collaborate with diverse researchers alongside whether they complete the task, and across eighteen modelconfigurations, task performance, fact recovery, and self-repetition reveal different strengths.
Si-Yang Wu, Wei-Zhi Zhang, Chen Yang et al.· 0 citations
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
A staged length bonus is introduced that keeps reasoning length within a controlled range without simply encouraging brevity in multi-view spatial reasoning, and improves accuracy over vanilla GRPO while reducing average response length.
Xingjian Tao, Yiwei Wang, Yujun Cai et al.· arXiv.org· 0 citations
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