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CellTypeAgent: Trustworthy cell type annotation with Large Language Models

CellTypeAgent: Trustworthy cell type annotation with Large Language Models

来源:Arxiv_logoArxiv
英文摘要

Cell type annotation is a critical yet laborious step in single-cell RNA sequencing analysis. We present a trustworthy large language model (LLM)-agent, CellTypeAgent, which integrates LLMs with verification from relevant databases. CellTypeAgent achieves higher accuracy than existing methods while mitigating hallucinations. We evaluated CellTypeAgent across nine real datasets involving 303 cell types from 36 tissues. This combined approach holds promise for more efficient and reliable cell type annotation.

Jiawen Chen、Jianghao Zhang、Huaxiu Yao、Yun Li

生物科学研究方法、生物科学研究技术细胞生物学

Jiawen Chen,Jianghao Zhang,Huaxiu Yao,Yun Li.CellTypeAgent: Trustworthy cell type annotation with Large Language Models[EB/OL].(2025-05-13)[2025-07-16].https://arxiv.org/abs/2505.08844.点此复制

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