| Improving Retrieval-Augmented Generation in Medicine with Iterative Follow-up Questions | Aug 1, 2024 | Medical Question AnsweringMedQA | CodeCode Available | 4 | 5 |
| Benchmarking Retrieval-Augmented Generation for Medicine | Feb 20, 2024 | BenchmarkingInformation Retrieval | CodeCode Available | 4 | 5 |
| PMC-LLaMA: Towards Building Open-source Language Models for Medicine | Apr 27, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 2 | 5 |
| GreaseLM: Graph REASoning Enhanced Language Models for Question Answering | Jan 21, 2022 | Knowledge GraphsMedical Question Answering | CodeCode Available | 2 | 5 |
| MedAgentsBench: Benchmarking Thinking Models and Agent Frameworks for Complex Medical Reasoning | Mar 10, 2025 | BenchmarkingMedical Question Answering | CodeCode Available | 2 | 5 |
| Med-MoE: Mixture of Domain-Specific Experts for Lightweight Medical Vision-Language Models | Apr 16, 2024 | image-classificationImage Classification | CodeCode Available | 2 | 5 |
| AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulator | Feb 15, 2024 | BenchmarkingDiagnostic | CodeCode Available | 2 | 5 |
| ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning | Jun 11, 2025 | Medical Question AnsweringQuestion Answering | CodeCode Available | 2 | 5 |
| BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains | Feb 15, 2024 | Few-Shot LearningMedical Question Answering | CodeCode Available | 2 | 5 |
| Huatuo-26M, a Large-scale Chinese Medical QA Dataset | May 2, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 2 | 5 |
| Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language Models | Jan 27, 2024 | Medical Question AnsweringMultiple-choice | CodeCode Available | 2 | 5 |
| MedLM: Exploring Language Models for Medical Question Answering Systems | Jan 21, 2024 | Medical Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge Graphs | Apr 20, 2022 | Conversational Question AnsweringDialogue Generation | CodeCode Available | 1 | 5 |
| Mitigating Unintended Memorization with LoRA in Federated Learning for LLMs | Feb 7, 2025 | Federated LearningMedical Question Answering | CodeCode Available | 1 | 5 |
| DiReCT: Diagnostic Reasoning for Clinical Notes via Large Language Models | Aug 4, 2024 | DiagnosticMedical Question Answering | CodeCode Available | 1 | 5 |
| KnowTuning: Knowledge-aware Fine-tuning for Large Language Models | Feb 17, 2024 | Medical Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| JMedLoRA:Medical Domain Adaptation on Japanese Large Language Models using Instruction-tuning | Oct 16, 2023 | Domain AdaptationMedical Question Answering | CodeCode Available | 1 | 5 |
| Benchmarking large language models for biomedical natural language processing applications and recommendations | May 10, 2023 | BenchmarkingDocument Classification | CodeCode Available | 1 | 5 |
| Integrating UMLS Knowledge into Large Language Models for Medical Question Answering | Oct 4, 2023 | Medical Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| A Gradually Soft Multi-Task and Data-Augmented Approach to Medical Question Understanding | Aug 1, 2021 | Data AugmentationDecoder | CodeCode Available | 1 | 5 |
| FiTs: Fine-grained Two-stage Training for Knowledge-aware Question Answering | Feb 23, 2023 | Knowledge GraphsMedical Question Answering | CodeCode Available | 1 | 5 |
| Kformer: Knowledge Injection in Transformer Feed-Forward Layers | Jan 15, 2022 | Language ModellingMedical Question Answering | CodeCode Available | 1 | 5 |
| Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global Inference | Dec 16, 2020 | Feature EngineeringMedical Question Answering | CodeCode Available | 1 | 5 |
| Development and bilingual evaluation of Japanese medical large language model within reasonably low computational resources | Sep 18, 2024 | GPULanguage Modeling | CodeCode Available | 1 | 5 |
| Large language model validity via enhanced conformal prediction methods | Jun 14, 2024 | Conformal PredictionLanguage Modeling | CodeCode Available | 1 | 5 |
