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Xinyu Zheng

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#natural language process... Preprint Oct 2026

Agentic University: Collaborative Agents for Personalized Learning

Large language models support personalized tutoring, content generation, and adaptive learning paths. However, capability development requires these resources and interactions to form a coherent learning process that evolves with the learner. A central challenge is to align goals, activities, and assessment while using...

Jing-Ru Fan, Tian-Le Zhou, Yu-Jie Zhou et al. · 0 citations
Review Aug 2026

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review

OpenCodeReview is introduced, built on deterministic engineering for uncertain agents: rather than granting maximal freedom, determinism is injected at three deliberate pipeline points to address non-determinism in LLM code review systems.

Zhengfeng Li, Lei Zhang, Xian Wu et al. · 0 citations

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