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Jiawei Zhou

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Self-Improvement of Large Language Models: A Technical Overview and Future Outlook

A system-level perspective on self-improving language models is presented and a unified framework that organizes existing techniques is introduced that organizes existing techniques and outlines the vision for future research toward fully self-improving LLMs.

Haoyan Yang, Mario Xerri, Solha Park et al. · 6 citations · ⚡1
Review Aug 2026

SABRE: Scalable and Automated Benchmarking of VLMs under Stress

SABRE is established as a reusable framework for constructing and refreshing VLM stress tests rather than a single fixed benchmark, and the results establish SABRE as a reusable framework for constructing and refreshing VLM stress tests rather than a single fixed benchmark.

Zi-Xuan Lan, Luzhe Sun, Matthew R. Walter et al. · 0 citations

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