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

40 citations · 56 across the 26 of their papers we have counts for

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6 papers · 1 filter

cs.CL2024

Measuring Spiritual Values and Bias of Large Language Models

Songyuan Liu, Ziyang Zhang, Runze Yan +3

Large language models (LLMs) have become integral tool for users from various backgrounds. LLMs, trained on vast corpora, reflect the linguistic and cultural nuances embedded in th…

cs.IR2024★ 11 cited

PromptLink: Leveraging Large Language Models for Cross-Source Biomedical Concept Linking

Yuzhang Xie, Jiaying Lu, Joyce Ho +3

Linking (aligning) biomedical concepts across diverse data sources enables various integrative analyses, but it is challenging due to the discrepancies in concept naming convention…

cs.LG2024★ 1 cited

Efficient Two-Stage Gaussian Process Regression Via Automatic Kernel Search and Subsampling

Shifan Zhao, Jiaying Lu, Ji Yang +2

Gaussian Process Regression (GPR) is widely used in statistics and machine learning for prediction tasks requiring uncertainty measures. Its efficacy depends on the appropriate spe…

cs.CL2024

LogicPrpBank: A Corpus for Logical Implication and Equivalence

Zhexiong Liu, Jing Zhang, Jiaying Lu +2

Logic reasoning has been critically needed in problem-solving and decision-making. Although Language Models (LMs) have demonstrated capabilities of handling multiple reasoning task…

cs.CL2024★ 1 cited

Evaluation of General Large Language Models in Contextually Assessing Semantic Concepts Extracted from Adult Critical Care Electronic Health Record Notes

Darren Liu, Cheng Ding, Delgersuren Bold +16

The field of healthcare has increasingly turned its focus towards Large Language Models (LLMs) due to their remarkable performance. However, their performance in actual clinical ap…

cs.LG2024★ 40 cited

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

Guangji Bai, Zheng Chai, Chen Ling +11

The burgeoning field of Large Language Models (LLMs), exemplified by sophisticated models like OpenAI's ChatGPT, represents a significant advancement in artificial intelligence. Th…