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Rui Liu

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#natural language process... Preprint Sep 2026

Recursive Self-Improvement via On-Policy Distillation for Reasoning

DCE+SRCL outperforms OPSD across multiple model scales and four competition-level mathematics benchmarks, and its comprehensive evaluations show that DCE+SRCL outperforms OPSD across multiple model scales and four competition-level mathematics benchmarks.

Shang-Jian Yin, Ze-Hao Zhao, Kavosh Asadi et al. · 0 citations
#artificial intelligence Preprint Sep 2026

OptiSkill: A Hierarchical and Evolving SkillBank for LLM-Based Optimization Modeling

Automated operations research (OR) modeling requires LLMs to translate natural-language decision problems into correct mathematical programs. Existing methods can improve individual formulations, but they often solve problems in isolation, retaining little reusable experience and repeating similar formulation errors. P...

Rui Zhao, Rui Liu, Yuan Zuo et al. · 0 citations
#natural language process... Preprint Sep 2026

Dream-RSI: Recursive Self-Improvement through Evolving Worlds

A lightweight orchestration layer makes exploration explicit and programmable while leaving the underlying base agent unchanged, and a key insight is that accumulated discovery history can act as a replay simulator over the realized search space.

Tong Zheng, Xidong Wu, Zheng Zhang et al. · 13 citations

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