Author

Z. Xue

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#artificial intelligence Review Aug 2026

Learning to Evaluate Before Improving: Automatic Rubric Induction for Automatic Research Agents

AutoSciRub is presented, an evaluation-first framework that induces a task-specific executable rubric before research execution and uses it to guide execution, criterion-level verification as well as iterative revision.

Xuehai Wang, Hao-Wei Qin, Tong-Xin Liu et al. · 0 citations

#artificial intelligence Jun 2026

TokenPilot: Cache-Efficient Context Management for LLM Agents

TokenPilot is presented, a dual-granularity context management framework that reduces costs by 61% and 56% in isolated mode, and 61% and 87% in continuous mode, while maintaining competitive performance compared to prior systems.

Buqiang Xu, Z. Xue, Dian Chen et al. · arXiv.org · 1 citation