Junnan Dong
Junnan Dong has 3 papers in our library, in 2025–2026, most of them on Information retrieval & search, Language models & pretraining, Reasoning; often with Chuang Zhou, Xiao Xia Huang, Yilin Xiao.
OpenAlex · ORCID · Wikidata · h-index 11 · 40 works · 280 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 50 times in our library · ⭐ Paper Stars ranking: #8663
Affiliations
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 3 worksComputer Science · 3 worksArtificial Intelligence · 3 worksInformation Systems · 3 worksLanguage and Linguistics · 3 worksComputer Vision and Pattern Recognition · 1 work
🧭 Topics 3Research subjects and languages the work is about.Information retrieval & search · 2 worksLanguage models & pretraining · 1 workReasoning · 1 work
Works by year
2020s
Papers
- A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models (2025 · 64 citations)
General-purpose LLMs often fall short in specialized fields. Their domain knowledge is shallow, they struggle with long chains of rule-bound reasoning, and they misread terms whose meaning depends on context. Fine-tuning on domain data can introduce hallucinations and catastrophic forgetting. Classic RAG avoids… - Collision to Cognition: Hash-Driven Graph Construction for Efficient RAG (2026)
GraphRAG systems handle multi-hop questions better than flat dense retrieval, but building their graphs is costly. - Query-Aware Knowledge Retrieval via Hyperbolic Structuring (2026)
Graph-based retrieval-augmented generation (GraphRAG) usually builds one fixed graph over a corpus, using heuristics like entity co-occurrence or clustering.
Co-authors here
- Chuang Zhou ×3
- Xiao Xia Huang ×3
- Yilin Xiao ×3
- di Yin ×2
- Shengyuan Chen ×2
- Xing Sun ×2
- Zhaozhuo Xu ×2
- Zheng Yuan ×2
- Hao Chen
- Huachi Zhou
- Linhao Luo
- Qinggang Zhang
Venues
Cited by
Updated
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