Jiwoong Sohn
Jiwoong Sohn has 2 papers in our library, in 2024, most of them on Reasoning, Information retrieval & search; often with Jaewoo Kang, Chanwoong Yoon, Hyeon Hwang.
OpenAlex · ORCID · h-index 5 · 24 works · 242 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 49 times in our library · ⭐ Paper Stars ranking: #5372
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Fields, topics and concepts
📚 Shelves 8The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksMedicine · 2 worksArtificial Intelligence · 2 worksHealth Informatics · 2 worksLanguage and Linguistics · 2 worksInformation Systems · 1 workComputer Vision and Pattern Recognition · 1 work
🧭 Topics 2Research subjects and languages the work is about.Reasoning · 2 worksInformation retrieval & search · 1 work
💡 Concepts 1Key ideas and methods explained on our concept pages.Retrieval-augmented generation · 1 work
Works by year
2020s
Papers
- Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language Models (2024 · 164 citations)
General-purpose retrieval-augmented LLMs often fail in medicine. Methods tuned on open-domain data, such as Self-RAG, tend to pull irrelevant documents and misjudge their usefulness on clinical questions. The authors address this with Self-BioRAG, a biomedical adaptation of Self-RAG. The model decides for itself… - Small Language Models Learn Enhanced Reasoning Skills from Medical Textbooks (2024 · 75 citations)
Commercial LLMs such as GPT-4 handle medical exams well, but sending patient data to closed APIs raises privacy and security problems.
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