Exploring the Role of Knowledge Graph-Based RAG in Japanese Medical Question Answering with Small-Scale LLMs
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Chen, Yingjian, Li, Feiyang, Song, Xingyu, Li, Tianxiao, Xu, Zixin, Chen, Xiujie, Sukeda, Issey, Li, Irene |
|---|---|
| Format: | Preprint |
| Publié: |
2025
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
Development and bilingual evaluation of Japanese medical large language model within reasonably low computational resources
par: Sukeda, Issey
Publié: (2024)
par: Sukeda, Issey
Publié: (2024)
MKG-Rank: Enhancing Large Language Models with Knowledge Graph for Multilingual Medical Question Answering
par: Li, Feiyang, et autres
Publié: (2025)
par: Li, Feiyang, et autres
Publié: (2025)
70B-parameter large language models in Japanese medical question-answering
par: Sukeda, Issey, et autres
Publié: (2024)
par: Sukeda, Issey, et autres
Publié: (2024)
Minimum information Markov model
par: Sukeda, Issey, et autres
Publié: (2026)
par: Sukeda, Issey, et autres
Publié: (2026)
Frank copula is minimum information copula under fixed Kendall's $τ$
par: Sukeda, Issey, et autres
Publié: (2024)
par: Sukeda, Issey, et autres
Publié: (2024)
Relative local dependence of bivariate copulas
par: Sukeda, Issey, et autres
Publié: (2024)
par: Sukeda, Issey, et autres
Publié: (2024)
On the minimum information checkerboard copulas under fixed Kendall's rank correlation
par: Sukeda, Issey, et autres
Publié: (2023)
par: Sukeda, Issey, et autres
Publié: (2023)
A Japanese Language Model and Three New Evaluation Benchmarks for Pharmaceutical NLP
par: Ono, Shinnosuke, et autres
Publié: (2025)
par: Ono, Shinnosuke, et autres
Publié: (2025)
RPO-RAG: Aligning Small LLMs with Relation-aware Preference Optimization for Knowledge Graph Question Answering
par: Um, Kaehyun, et autres
Publié: (2026)
par: Um, Kaehyun, et autres
Publié: (2026)
The Role of Exploration Modules in Small Language Models for Knowledge Graph Question Answering
par: Cheng, Yi-Jie, et autres
Publié: (2025)
par: Cheng, Yi-Jie, et autres
Publié: (2025)
Comparing RAG and GraphRAG for Page-Level Retrieval Question Answering on Math Textbook
par: Chen, Eason, et autres
Publié: (2025)
par: Chen, Eason, et autres
Publié: (2025)
Inference Scaled GraphRAG: Improving Multi Hop Question Answering on Knowledge Graphs
par: Thompson, Travis, et autres
Publié: (2025)
par: Thompson, Travis, et autres
Publié: (2025)
WikiSeeker: Rethinking the Role of Vision-Language Models in Knowledge-Based Visual Question Answering
par: Zhu, Yingjian, et autres
Publié: (2026)
par: Zhu, Yingjian, et autres
Publié: (2026)
SearchRAG: Can Search Engines Be Helpful for LLM-based Medical Question Answering?
par: Shi, Yucheng, et autres
Publié: (2025)
par: Shi, Yucheng, et autres
Publié: (2025)
SemRAG: Semantic Knowledge-Augmented RAG for Improved Question-Answering
par: Zhong, Kezhen, et autres
Publié: (2025)
par: Zhong, Kezhen, et autres
Publié: (2025)
StepChain GraphRAG: Reasoning Over Knowledge Graphs for Multi-Hop Question Answering
par: Ni, Tengjun, et autres
Publié: (2025)
par: Ni, Tengjun, et autres
Publié: (2025)
Interpreting Multi-Attribute Confounding through Numerical Attributes in Large Language Models
par: Takagi, Hirohane, et autres
Publié: (2025)
par: Takagi, Hirohane, et autres
Publié: (2025)
Knowledgeable Preference Alignment for LLMs in Domain-specific Question Answering
par: Zhang, Yichi, et autres
Publié: (2023)
par: Zhang, Yichi, et autres
Publié: (2023)
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge
par: Rezaei, Mohammad Reza, et autres
Publié: (2025)
par: Rezaei, Mohammad Reza, et autres
Publié: (2025)
Temporal Knowledge Graph Question Answering: A Survey
par: Su, Miao, et autres
Publié: (2024)
par: Su, Miao, et autres
Publié: (2024)
BYOKG-RAG: Multi-Strategy Graph Retrieval for Knowledge Graph Question Answering
par: Mavromatis, Costas, et autres
Publié: (2025)
par: Mavromatis, Costas, et autres
Publié: (2025)
Question Answering Over Spatio-Temporal Knowledge Graph
par: Dai, Xinbang, et autres
Publié: (2024)
par: Dai, Xinbang, et autres
Publié: (2024)
MKRAG: Medical Knowledge Retrieval Augmented Generation for Medical Question Answering
par: Shi, Yucheng, et autres
Publié: (2023)
par: Shi, Yucheng, et autres
Publié: (2023)
Traceable Cross-Source RAG for Chinese Tibetan Medicine Question Answering
par: Chen, Fengxian, et autres
Publié: (2026)
par: Chen, Fengxian, et autres
Publié: (2026)
LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge Graphs
par: Xia, Fei, et autres
Publié: (2022)
par: Xia, Fei, et autres
Publié: (2022)
PAR$^2$-RAG: Planned Active Retrieval and Reasoning for Multi-Hop Question Answering
par: Li, Xingyu, et autres
Publié: (2026)
par: Li, Xingyu, et autres
Publié: (2026)
CG-RAG: Research Question Answering by Citation Graph Retrieval-Augmented LLMs
par: Hu, Yuntong, et autres
Publié: (2025)
par: Hu, Yuntong, et autres
Publié: (2025)
GROUNDEDKG-RAG: Grounded Knowledge Graph Index for Long-document Question Answering
par: Zhang, Tianyi, et autres
Publié: (2026)
par: Zhang, Tianyi, et autres
Publié: (2026)
Graph Neural Network Enhanced Retrieval for Question Answering of LLMs
par: Li, Zijian, et autres
Publié: (2024)
par: Li, Zijian, et autres
Publié: (2024)
Self-Improvement Programming for Temporal Knowledge Graph Question Answering
par: Chen, Zhuo, et autres
Publié: (2024)
par: Chen, Zhuo, et autres
Publié: (2024)
Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question Answering
par: Yao, Tianjun, et autres
Publié: (2025)
par: Yao, Tianjun, et autres
Publié: (2025)
Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question Answering
par: Zhang, Yu, et autres
Publié: (2024)
par: Zhang, Yu, et autres
Publié: (2024)
Semantic Parsing for Question Answering over Knowledge Graphs
par: Wei, Sijia, et autres
Publié: (2023)
par: Wei, Sijia, et autres
Publié: (2023)
MedCoT-RAG: Causal Chain-of-Thought RAG for Medical Question Answering
par: Wang, Ziyu, et autres
Publié: (2025)
par: Wang, Ziyu, et autres
Publié: (2025)
Combining LLMs and Knowledge Graphs to Reduce Hallucinations in Question Answering
par: Pusch, Larissa, et autres
Publié: (2024)
par: Pusch, Larissa, et autres
Publié: (2024)
Fusing Knowledge and Language: A Comparative Study of Knowledge Graph-Based Question Answering with LLMs
par: Chaudhary, Vaibhav, et autres
Publié: (2025)
par: Chaudhary, Vaibhav, et autres
Publié: (2025)
Fine-Tuning vs. RAG for Multi-Hop Question Answering with Novel Knowledge
par: Yang, Zhuoyi, et autres
Publié: (2026)
par: Yang, Zhuoyi, et autres
Publié: (2026)
Evaluating Small Open LLMs for Medical Question Answering: A Practical Framework
par: Buskila, Avi-ad Avraam
Publié: (2026)
par: Buskila, Avi-ad Avraam
Publié: (2026)
Comprehensive Evaluation for a Large Scale Knowledge Graph Question Answering Service
par: Potdar, Saloni, et autres
Publié: (2025)
par: Potdar, Saloni, et autres
Publié: (2025)
Confident RAG: Enhancing the Performance of LLMs for Mathematics Question Answering through Multi-Embedding and Confidence Scoring
par: Chen, Shiting, et autres
Publié: (2025)
par: Chen, Shiting, et autres
Publié: (2025)
Documents similaires
-
Development and bilingual evaluation of Japanese medical large language model within reasonably low computational resources
par: Sukeda, Issey
Publié: (2024) -
MKG-Rank: Enhancing Large Language Models with Knowledge Graph for Multilingual Medical Question Answering
par: Li, Feiyang, et autres
Publié: (2025) -
70B-parameter large language models in Japanese medical question-answering
par: Sukeda, Issey, et autres
Publié: (2024) -
Minimum information Markov model
par: Sukeda, Issey, et autres
Publié: (2026) -
Frank copula is minimum information copula under fixed Kendall's $τ$
par: Sukeda, Issey, et autres
Publié: (2024)