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References (18)

[1]
PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths
2025Boyu Chen, Zirui Guo et al.
[2]
RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation
2025Pengcheng Jiang, Lang Cao et al.
[3]
A retrieval-augmented knowledge mining method with deep thinking LLMs for biomedical research and clinical support
2025Yichun Feng, Jiawei Wang et al.
[4]
The Llama 3 Herd of Models
2024Abhimanyu Dubey, Abhinav Jauhri et al.
[5]
Retrieve-Plan-Generation: An Iterative Planning and Answering Framework for Knowledge-Intensive LLM Generation
2024Yuanjie Lyu, Zihan Niu et al.
[6]
MKRAG: Medical Knowledge Retrieval Augmented Generation for Medical Question Answering.
2023Yucheng Shi, Shaochen Xu et al.
[7]
Lost in the Middle: How Language Models Use Long Contexts
2023Nelson F. Liu, Kevin Lin et al.
[8]
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information Retrieval
2023Qiao Jin, Won Kim et al.
[9]
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
2020Patrick Lewis, Ethan Perez et al.
[10]
PubMedQA: A Dataset for Biomedical Research Question Answering
2019Qiao Jin, Bhuwan Dhingra et al.
[11]
An overview of the BIOASQ large-scale biomedical semantic indexing and question answering competition
2015G. Tsatsaronis, Georgios Balikas et al.
[12]
Computing Krippendorff's Alpha-Reliability
2011K. Krippendorff
[13]
Computing inter-rater reliability and its variance in the presence of high agreement.
2008K. Gwet
[14]
On the Acceptability of Arguments and its Fundamental Role in Nonmonotonic Reasoning, Logic Programming and n-Person Games
1995P. M. Dung
[15]
Circumscription: a form of non-monotonic reasoning
1995J. McCarthy
[16]
A Logic for Default Reasoning
1987R. Reiter
[17]
A Coefficient of Agreement for Nominal Scales
1960Jacob Cohen
[18]
The UMLS Metathesaurus®: representing different views of biomedical concepts
P. Schuyler, M.L.S Head et al.