| Fine-Tuning LLMs for Reliable Medical Question-Answering Services | Oct 21, 2024 | Decision MakingMedical Question Answering | —Unverified | 0 |
| MedLogic-AQA: Enhancing Medical Question Answering with Abstractive Models Focusing on Logical Structures | Oct 20, 2024 | Answer GenerationInformativeness | CodeCode Available | 0 |
| Mitigating the Risk of Health Inequity Exacerbated by Large Language Models | Oct 7, 2024 | Bias DetectionMedical Question Answering | —Unverified | 0 |
| CasiMedicos-Arg: A Medical Question Answering Dataset Annotated with Explanatory Argumentative Structures | Oct 7, 2024 | Argument MiningMedical Question Answering | CodeCode Available | 0 |
| AIPatient: Simulating Patients with EHRs and LLM Powered Agentic Workflow | Sep 27, 2024 | Medical Question AnsweringQuestion Answering | —Unverified | 0 |
| Development and bilingual evaluation of Japanese medical large language model within reasonably low computational resources | Sep 18, 2024 | GPULanguage Modeling | CodeCode Available | 1 |
| HALO: Hallucination Analysis and Learning Optimization to Empower LLMs with Retrieval-Augmented Context for Guided Clinical Decision Making | Sep 16, 2024 | Answer GenerationDecision Making | CodeCode Available | 0 |
| Contextual Evaluation of Large Language Models for Classifying Tropical and Infectious Diseases | Sep 13, 2024 | Medical Question AnsweringNavigate | —Unverified | 0 |
| MEDIC: Towards a Comprehensive Framework for Evaluating LLMs in Clinical Applications | Sep 11, 2024 | EthicsHallucination | —Unverified | 0 |
| Enhancing Healthcare LLM Trust with Atypical Presentations Recalibration | Sep 5, 2024 | Decision MakingMedical Question Answering | CodeCode Available | 0 |
| A Survey for Large Language Models in Biomedicine | Aug 29, 2024 | DiagnosticDrug Discovery | —Unverified | 0 |
| Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models | Aug 25, 2024 | Decision MakingHallucination | —Unverified | 0 |
| MultiMed: Massively Multimodal and Multitask Medical Understanding | Aug 22, 2024 | BenchmarkingMedical Question Answering | —Unverified | 0 |
| Evaluating Fine-Tuning Efficiency of Human-Inspired Learning Strategies in Medical Question Answering | Aug 15, 2024 | Medical Question AnsweringNatural Language Understanding | CodeCode Available | 0 |
| Enhancing Healthcare through Large Language Models: A Study on Medical Question Answering | Aug 8, 2024 | Medical Question AnsweringQuestion Answering | —Unverified | 0 |
| DiReCT: Diagnostic Reasoning for Clinical Notes via Large Language Models | Aug 4, 2024 | DiagnosticMedical Question Answering | CodeCode Available | 1 |
| Improving Retrieval-Augmented Generation in Medicine with Iterative Follow-up Questions | Aug 1, 2024 | Medical Question AnsweringMedQA | CodeCode Available | 4 |
| Uncertainty Estimation of Large Language Models in Medical Question Answering | Jul 11, 2024 | Medical Question AnsweringQuestion Answering | —Unverified | 0 |
| SemioLLM: Assessing Large Language Models for Semiological Analysis in Epilepsy Research | Jul 3, 2024 | DiagnosticMedical Question Answering | —Unverified | 0 |
| STLLaVA-Med: Self-Training Large Language and Vision Assistant for Medical Question-Answering | Jun 28, 2024 | Medical DiagnosisMedical Question Answering | CodeCode Available | 1 |
| 70B-parameter large language models in Japanese medical question-answering | Jun 21, 2024 | Continual PretrainingDomain Adaptation | —Unverified | 0 |
| Large language model validity via enhanced conformal prediction methods | Jun 14, 2024 | Conformal PredictionLanguage Modeling | CodeCode Available | 1 |
| MedExQA: Medical Question Answering Benchmark with Multiple Explanations | Jun 10, 2024 | Medical Question AnsweringQuestion Answering | CodeCode Available | 0 |
| TCMD: A Traditional Chinese Medicine QA Dataset for Evaluating Large Language Models | Jun 7, 2024 | Medical Question AnsweringQuestion Answering | —Unverified | 0 |
| MedFuzz: Exploring the Robustness of Large Language Models in Medical Question Answering | Jun 3, 2024 | Medical Question AnsweringMedQA | —Unverified | 0 |
| Superhuman performance in urology board questions by an explainable large language model enabled for context integration of the European Association of Urology guidelines: the UroBot study | Jun 3, 2024 | ChatbotLanguage Modeling | —Unverified | 0 |
| Two-Layer Retrieval-Augmented Generation Framework for Low-Resource Medical Question Answering Using Reddit Data: Proof-of-Concept Study | May 29, 2024 | Answer GenerationHallucination | —Unverified | 0 |
| Efficient Medical Question Answering with Knowledge-Augmented Question Generation | May 23, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| MediFact at MEDIQA-M3G 2024: Medical Question Answering in Dermatology with Multimodal Learning | Apr 27, 2024 | Answer GenerationMedical Question Answering | CodeCode Available | 0 |
| WangLab at MEDIQA-CORR 2024: Optimized LLM-based Programs for Medical Error Detection and Correction | Apr 22, 2024 | DiversityLanguage Modeling | —Unverified | 0 |
| emrQA-msquad: A Medical Dataset Structured with the SQuAD V2.0 Framework, Enriched with emrQA Medical Information | Apr 18, 2024 | Decision MakingMachine Reading Comprehension | —Unverified | 0 |
| Med-MoE: Mixture of Domain-Specific Experts for Lightweight Medical Vision-Language Models | Apr 16, 2024 | image-classificationImage Classification | CodeCode Available | 2 |
| MedExpQA: Multilingual Benchmarking of Large Language Models for Medical Question Answering | Apr 8, 2024 | BenchmarkingMedical Question Answering | —Unverified | 0 |
| MRC-based Nested Medical NER with Co-prediction and Adaptive Pre-training | Mar 23, 2024 | Knowledge GraphsMachine Reading Comprehension | —Unverified | 0 |
| Few shot chain-of-thought driven reasoning to prompt LLMs for open ended medical question answering | Mar 7, 2024 | Information RetrievalLanguage Modelling | CodeCode Available | 0 |
| OpenMedLM: Prompt engineering can out-perform fine-tuning in medical question-answering with open-source large language models | Feb 29, 2024 | Medical Question AnsweringMedQA | —Unverified | 0 |
| JMLR: Joint Medical LLM and Retrieval Training for Enhancing Reasoning and Professional Question Answering Capability | Feb 27, 2024 | GPUInformation Retrieval | CodeCode Available | 0 |
| Word-Sequence Entropy: Towards Uncertainty Estimation in Free-Form Medical Question Answering Applications and Beyond | Feb 22, 2024 | FormMedical Question Answering | —Unverified | 0 |
| Benchmarking Retrieval-Augmented Generation for Medicine | Feb 20, 2024 | BenchmarkingInformation Retrieval | CodeCode Available | 4 |
| KnowTuning: Knowledge-aware Fine-tuning for Large Language Models | Feb 17, 2024 | Medical Question AnsweringQuestion Answering | CodeCode Available | 1 |
| BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains | Feb 15, 2024 | Few-Shot LearningMedical Question Answering | CodeCode Available | 2 |
| AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulator | Feb 15, 2024 | BenchmarkingDiagnostic | CodeCode Available | 2 |
| Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language Models | Jan 27, 2024 | Medical Question AnsweringMultiple-choice | CodeCode Available | 2 |
| MedLM: Exploring Language Models for Medical Question Answering Systems | Jan 21, 2024 | Medical Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Towards Efficient Methods in Medical Question Answering using Knowledge Graph Embeddings | Jan 15, 2024 | Knowledge Graph EmbeddingsKnowledge Graphs | CodeCode Available | 0 |
| Developing ChatGPT for Biology and Medicine: A Complete Review of Biomedical Question Answering | Jan 15, 2024 | Cross-Modal RetrievalMedical Diagnosis | —Unverified | 0 |
| Unifying Corroborative and Contributive Attributions in Large Language Models | Nov 20, 2023 | Language ModelingLanguage Modelling | —Unverified | 0 |
| PEFT-MedAware: Large Language Model for Medical Awareness | Nov 17, 2023 | Computational EfficiencyLanguage Modeling | —Unverified | 0 |
| Large Language Models are In-context Teachers for Knowledge Reasoning | Nov 12, 2023 | In-Context LearningInformation Retrieval | —Unverified | 0 |
| Continuous Training and Fine-tuning for Domain-Specific Language Models in Medical Question Answering | Nov 1, 2023 | Medical Question AnsweringQuestion Answering | —Unverified | 0 |