mlsanityData to 7 Oct 2026

HuaTuo: Tuning LLaMA Model with Chinese Medical Knowledge

arXiv 2304.06975 ↗First posted 14 Apr 2023cs.CLcited by 161

Not on the map. Why?

Abstract (arXiv)

Large Language Models (LLMs), such as the LLaMA model, have demonstrated their effectiveness in various general-domain natural language processing (NLP) tasks. Nevertheless, LLMs have not yet performed optimally in biomedical domain tasks due to the need for medical expertise in the responses. In response to this challenge, we propose HuaTuo, a LLaMA-based model that has been supervised-fine-tuned with generated QA (Question-Answer) instances. The experimental results demonstrate that HuaTuo generates responses that possess more reliable medical knowledge. Our proposed HuaTuo model is accessible at https://github.com/SCIR-HI/Huatuo-Llama-Med-Chinese.

Key facts. Cited by 161 papers in the map (data through 7 Oct 2026). Builds on 7 of its 13 references that are in the map. First posted on arXiv 14 Apr 2023.

Builds on

7 of 13 references.

References · 7

  1. 2022Training language models to follow instructions with human feedbackcited by 15,712
  2. 2023LLaMA: Open and Efficient Foundation Language Modelscited by 13,958
  3. 2021Finetuned Language Models Are Zero-Shot Learnerscited by 3,747
  4. 2022Self-Instruct: Aligning Language Models with Self-Generated Instructionscited by 2,674
  5. 2021GLM: General Language Model Pretraining with Autoregressive Blank Infillingcited by 1,026
  6. 2022GLM-130B: An Open Bilingual Pre-trained Modelcited by 837
  7. 2023DoctorGLM: Fine-tuning your Chinese Doctor is not a Herculean Taskcited by 130

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 52; 2024: 60; 2025: 37; 2026: 12.

161 papers.

Sort:

By area:

  1. 2023LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Daycited by 1,287
  2. 2023A Comprehensive Overview of Large Language Modelscited by 639
  3. 2024A Survey on the Memory Mechanism of Large Language Model based Agentscited by 622
  4. 2025Memory in the Age of AI Agentscited by 285
  5. 2024A Survey on Knowledge Distillation of Large Language Modelscited by 276
  6. 2023HuatuoGPT, towards Taming Language Model to Be a Doctorcited by 211
  7. 2023MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Usecited by 209
  8. 2023Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificitycited by 204
  9. 2023RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Modelscited by 173
  10. 2023A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethicscited by 162
  11. 2023A Survey of Large Language Models in Medicine: Progress, Application, and Challengecited by 123
  12. 2025A Survey of Context Engineering for Large Language Modelscited by 120
38 more
  1. 2023Opportunities and Challenges for ChatGPT and Large Language Models in Biomedicine and Healthcited by 118
  2. 2023Zhongjing: Enhancing the Chinese Medical Capabilities of Large Language Model through Expert Feedback and Real-world Multi-turn Dialoguecited by 118
  3. 2023CMB: A Comprehensive Medical Benchmark in Chinesecited by 113
  4. 2023When MOE Meets LLMs: Parameter Efficient Fine-tuning for Multi-task Medical Applicationscited by 110
  5. 2025A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deploymentcited by 110
  6. 2024AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulatorcited by 99
  7. 2023HuatuoGPT-II, One-stage Training for Medical Adaption of LLMscited by 91
  8. 2023Benchmarking Large Language Models on CMExam -- A Comprehensive Chinese Medical Exam Datasetcited by 90
  9. 2023DISC-MedLLM: Bridging General Large Language Models and Real-World Medical Consultationcited by 89
  10. 2024Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directionscited by 77
  11. 2023Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question Answeringcited by 64
  12. 2023Xiezhi: An Ever-Updating Benchmark for Holistic Domain Knowledge Evaluationcited by 52
  13. 2023Data-Juicer: A One-Stop Data Processing System for Large Language Modelscited by 52
  14. 2023Adapting Large Language Models to Domains via Reading Comprehensioncited by 48
  15. 2024A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicinecited by 45
  16. 2023Radiology-Llama2: Best-in-Class Large Language Model for Radiologycited by 42
  17. 2024A Survey on Data Synthesis and Augmentation for Large Language Modelscited by 40
  18. 2023DARWIN Series: Domain Specific Large Language Models for Natural Sciencecited by 39
  19. 2023Multimodal ChatGPT for Medical Applications: an Experimental Study of GPT-4Vcited by 38
  20. 2024Large Language Models for Medicine: A Surveycited by 38
  21. 2024KARMA: Augmenting Embodied AI Agents with Long-and-short Term Memory Systemscited by 38
  22. 2023Taiyi: A Bilingual Fine-Tuned Large Language Model for Diverse Biomedical Taskscited by 36
  23. 2024Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulatorcited by 36
  24. 2023ChatCAD+: Towards a Universal and Reliable Interactive CAD using LLMscited by 35
  25. 2023OphGLM: Training an Ophthalmology Large Language-and-Vision Assistant based on Instructions and Dialoguecited by 34
  26. 2024Large Language Models in Cybersecurity: State-of-the-Artcited by 34
  27. 2024A Survey on Medical Large Language Models: Technology, Application, Trustworthiness, and Future Directionscited by 34
  28. 2023Multi-Task Instruction Tuning of LLaMa for Specific Scenarios: A Preliminary Study on Writing Assistancecited by 33
  29. 2024A Preliminary Study of o1 in Medicine: Are We Closer to an AI Doctor?cited by 33
  30. 2023DRG-LLaMA : Tuning LLaMA Model to Predict Diagnosis-related Group for Hospitalized Patientscited by 29
  31. 2023MedBench: A Large-Scale Chinese Benchmark for Evaluating Medical Large Language Modelscited by 29
  32. 2023Integration of Large Language Models and Federated Learningcited by 28
  33. 2024TC-RAG:Turing-Complete RAG's Case study on Medical LLM Systemscited by 28
  34. 2023TrafficSafetyGPT: Tuning a Pre-trained Large Language Model to a Domain-Specific Expert in Transportation Safetycited by 27
  35. 2025Real-World Doctor Agent with Proactive Consultation through Multi-Agent Reinforcement Learningcited by 26
  36. 2023ChatHome: Development and Evaluation of a Domain-Specific Language Model for Home Renovationcited by 25
  37. 2023HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responsescited by 25
  38. 2024Large Language Model Distilling Medication Recommendation Modelcited by 25

50 most cited of 161 All 161 (JSON)