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Jiahao Zhao · Feng Jiang · Shaowei Qin · Zhonghui Zhang · Junhao Liu · Guibing Guo · Hamid Alinejad-Rokny · Min Yang
Ruijun Huang · Zhiqiao Kang · Yuxuan Zhu · Junxiong Li · Jiahao Zhao · Minghuan Tan · Feng Jiang · Min Yang
The accurate extraction of scientific measurements from literature is a critical yet challenging task in AI4Science, enabling large-scale analysis and integration of quantitative research findings. However, Large Language Models (LLMs) frequently exhibit severe hallucinations, which significantly...
Zhonghui Zhang · Feng Jiang · Shaowei Qin · Jiahao Zhao · Min Yang
Zero-shot single-cell cell-type annotation aims to determine a cell's type from a given set of expressed genes without any training. Existing knowledge-graph-based RAG approaches retrieve evidence by expanding from source entities and relying on iterative LLM reasoning. However, in this setting e...