Author

Xin-Yuan Song

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Review Open access Oct 2024

Large Language Model Benchmarks in Medical Tasks

With the increasing application of large language models (LLMs) in the medical domain, evaluating these models' performance using benchmark datasets has become crucial. This paper presents a comprehensive survey of various benchmark datasets used in medical LLM tasks. These datasets span multiple modalities including t...

L. K. Yan, Qian Niu, Ming Li et al. · Medicine Advances · 32 citations · ⚡1

Review Open access Sep 2026

Beyond Efficiency: A Systematic Survey of Resource-Efficient Large Language Models

The burgeoning field of Large Language Models (LLMs), exemplified by sophisticated models like OpenAI’s ChatGPT, represents a significant advancement in artificial intelligence. These models, however, bring forth substantial challenges in high consumption of computational, memory, energy, and financial resources, espec...

Guangji Bai, Zheng Chai, Chen Ling et al. · ACM Computing Surveys · 0 citations