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Author

Yixia Li

Southern University of Science and Technology

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#artificial intelligence Review Mar 2025

Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models

This survey provides a comprehensive analysis of reasoning economy in both the post-training and test-time inference stages of LLMs, encompassing the cause of reasoning inefficiency, behavior analysis of different reasoning patterns, and potential solutions to achieve reasoning economy.

Rui Wang, Hongru Wang, Bo-Yang Xue et al. · 29 citations
Conference Open access Jul 2026

VFA: Empowering Multilingual MLLMs via Vision-Free Adaptation

Vision-Free Adaptation (VFA) is proposed, a framework that decouples multilingual language enhancement from visual alignment by composing complementary task vectors over a shared LLM backbone.

Yixia Li, Yaqing Shi, Zhiwen Ruan et al. · 0 citations

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