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Author

Yuqi Zhu

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Aug 2026

Towards principled knowledge editing methods for large language model reasoning

It is argued that effective knowledge editing must account for the intricate nature of knowledge representation, and three promising research directions are proposed that respect the complexity of knowledge representation in a real-world setting.

Ningyu Zhang, Yunzhi Yao, Jiaxin Qin et al. · 0 citations

Exploring Autonomous Agentic Data Engineering for Model Specialization

This study formalizes Autonomous Agentic Data Engineering, a novel task designed to evaluate LLMs as autonomous data engineers that drive model specialization through end-to-end data curation, and charts a path toward agent-driven model specialization.

Yujie Luo, Xiangyuan Ru, Jingsheng Zheng et al. · 2 citations
#artificial intelligence Preprint Sep 2025

OceanGym: A Benchmark Environment for Underwater Embodied Agents

OceanGym is introduced, the first comprehensive benchmark for ocean underwater embodied agents, designed to advance AI in one of the most demanding real-world environments, and reveals substantial gaps between state-of-the-art MLLM-driven agents and human experts.

Yida Xue, Mingjun Mao, Xiangyuan Ru et al. · 0 citations

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