医疗大模型

• MedPaLM2
• Meditron

中文医疗大模型

• PULSE
• qizhenGPT
• MING
• DoctorGLM
• ChatGLM-Med
• HuaTuoGPT2
• MedicalGPT
• CareGPT
• ChatMed
• BenTsao
• BianQue
• XrayGLM
• ShenNong-TCM-LLM
• Sunsimiao
• SoulChat
• MindChat

医疗大模型评测

• MedBench

药品推荐

• [WWW 2023] MoleRec: Combinatorial Drug Recommendation with Substructure-Aware Molecular Representation Learning PDF CODE
• [2023] Knowledge-Enhanced Attributed Multi-Task Learning for Medicine Recommendation PDF
• [arxiv 2023] Computational Approaches for Predicting Drug-Disease Associations: A Comprehensive Review PDF
• [KDD 2022] 4SDrug: Symptom-based Set-to-set Small and Safe Drug Recommendation PDF CODE
• [NeurIPS 2022] Debiased, Longitudinal and Coordinated Drug Recommendation through Multi-Visit Clinic Records PDF CODE
• [NeurIPS 2022] ESCADA: Efficient Safe and Context Aware Dose Allocation for Precision Medicine CODE
• [CIKM 2022] Leveraging Multiple Types of Domain Knowledge for Safe and Effective Drug Recommendation
• [WWW 2022] Conditional Generation Net for Medication Recommendation PDF CODE
• [ICLR投稿 2022] Knowledge-Driven New Drug Recommendation PDF
• [CIKM 2021] Multi-hop Reading on Memory Neural Network with Selective Coverage for Medication Recommendation
• [IJCAI 2021] SafeDrug: Dual Molecular Graph Encoders for Safe Drug Recommendations PDF CODE
• [IJCAI 2021] Self-supervised adversarial distribution regularization for medication recommendation PDF CODE
• [2021] Drug Package Recommendation via Interaction-aware Graph Induction∗ PDF
• [2020] SMR: Medical Knowledge Graph Embedding for Safe Medicine Recommendation PDF
• [AAAI 2019] GAMENet: Graph Augmented MEmory Networks for Recommending Medication Combination PDF CODE
• [IJCAI 2019] Pre-training of graph augmented transformers for medication recommendation PDF CODE [CIKM 2019](Order-free Medicine Combination Prediction with Graph Convolutional Reinforcement Learning) PDF CODE
• [2018] Kernelized rank learning for personalized drug recommendation PDF CODE
• [KDD 2017] LEAP: learning to prescribe effective and safe treatment combinations for multimorbidity PDF CODE
• [ICLR 2017] Predicting medications from diagnostic codes with recurrent neural networks pdf

预训练模型

• ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission
• BioBERT: A Pre-trained Biomedical Language Representation Model for Biomedical Text Mining

信息抽取

• [2023] A BERT-Span Model for Named Entity Recognition in Rehabilitation Medicine PDF

• [2022] A Unified Framework of Medical Information Annotation and Extraction for Chinese Clinical Text PDF CODE

• [2021] DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph Construction PDF DATA

• [2021] A Dialogue-based Information Extraction System for Medical Insurance Assessment PDF

• [2019] Fine-tuning BERT for Joint Entity and Relation Extraction in Chinese Medical Text PDF CODE

NER

• NER_Chinese_medical
• GlobalPoiner_NER
• Medical-named-entity-recognition
• BERT_BiLSTM_CRF_NER
• MedNER
• Drug knowledge extraction framework