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Knowledge distillation for financial large language models: a systematic review of strategies, applications, and evaluation
Special Feature on Theories and Applications of Financial Large Models | Updated：2025-11-18

    • Knowledge distillation for financial large language models: a systematic review of strategies, applications, and evaluation

      Enhanced Publication
    • 金融大语言模型知识蒸馏：策略、应用与评估的系统综述
    • “In the field of financial large language models, a comprehensive survey explores the interaction between knowledge distillation and FinLLMs. Expert researchers established a structured taxonomy and comprehensive evaluation framework, providing a clear roadmap to accelerate the development of distilled FinLLMs.”
    • Frontiers of Information Technology & Electronic Engineering   Vol. 26, Issue 10, Pages: 1793-1808(2025)

    • DOI：10.1631/FITEE.2500282    

      CLC： TP391

    • Received：30 April 2025，

      Revised：2025-09-05，

      Published：2025-10

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  • Jiaqi SHI, Xulong ZHANG, Xiaoyang QU, et al. Knowledge distillation for financial large language models: a systematic review of strategies, applications, and evaluation[J]. Frontiers of Information Technology & Electronic Engineering, 2025, 26(10): 1793-1808. DOI： 10.1631/FITEE.2500282.

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