| MAP: Evaluation and Multi-Agent Enhancement of Large Language Models for Inpatient Pathways | Mar 17, 2025 | Decision MakingMedical Question Answering | —Unverified | 0 |
| MKRAG: Medical Knowledge Retrieval Augmented Generation for Medical Question Answering | Sep 27, 2023 | In-Context LearningMedical Question Answering | —Unverified | 0 |
| MedExpQA: Multilingual Benchmarking of Large Language Models for Medical Question Answering | Apr 8, 2024 | BenchmarkingMedical Question Answering | —Unverified | 0 |
| MedFuzz: Exploring the Robustness of Large Language Models in Medical Question Answering | Jun 3, 2024 | Medical Question AnsweringMedQA | —Unverified | 0 |
| MedGo: A Chinese Medical Large Language Model | Oct 27, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models | Feb 20, 2025 | Decision MakingHallucination | —Unverified | 0 |
| Medical Knowledge-enriched Textual Entailment Framework | Nov 10, 2020 | Data AugmentationMedical Question Answering | —Unverified | 0 |
| MEDIC: Towards a Comprehensive Framework for Evaluating LLMs in Clinical Applications | Sep 11, 2024 | EthicsHallucination | —Unverified | 0 |
| MedPAIR: Measuring Physicians and AI Relevance Alignment in Medical Question Answering | May 29, 2025 | Medical Question AnsweringQuestion Answering | —Unverified | 0 |
| Med-RLVR: Emerging Medical Reasoning from a 3B base model via reinforcement Learning | Feb 27, 2025 | MathMedical Question Answering | —Unverified | 0 |
| MedSeg-R: Reasoning Segmentation in Medical Images with Multimodal Large Language Models | Jun 12, 2025 | Image SegmentationMedical Diagnosis | —Unverified | 0 |
| MKG-Rank: Enhancing Large Language Models with Knowledge Graph for Multilingual Medical Question Answering | Mar 20, 2025 | Knowledge GraphsMedical Question Answering | —Unverified | 0 |
| MRC-based Medical NER with Multi-task Learning and Multi-strategies | Oct 1, 2022 | Boundary DetectionDecoder | —Unverified | 0 |
| MRC-based Nested Medical NER with Co-prediction and Adaptive Pre-training | Mar 23, 2024 | Knowledge GraphsMachine Reading Comprehension | —Unverified | 0 |
| Multilingual Medical Question Answering and Information Retrieval for Rural Health Intelligence Access | Jun 2, 2021 | Information RetrievalMedical Question Answering | —Unverified | 0 |
| Leveraging Online Data to Enhance Medical Knowledge in a Small Persian Language Model | May 21, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 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 |
| Efficient Medical Question Answering with Knowledge-Augmented Question Generation | May 23, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Towards Efficient Methods in Medical Question Answering using Knowledge Graph Embeddings | Jan 15, 2024 | Knowledge Graph EmbeddingsKnowledge Graphs | CodeCode Available | 0 |
| Diagnosing Medical Datasets with Training Dynamics | Nov 3, 2024 | Medical Question AnsweringQuestion Answering | CodeCode Available | 0 |
| Causal Graphs Meet Thoughts: Enhancing Complex Reasoning in Graph-Augmented LLMs | Jan 24, 2025 | Knowledge GraphsMedical Question Answering | CodeCode Available | 0 |
| MedExQA: Medical Question Answering Benchmark with Multiple Explanations | Jun 10, 2024 | Medical Question AnsweringQuestion Answering | CodeCode Available | 0 |
| CasiMedicos-Arg: A Medical Question Answering Dataset Annotated with Explanatory Argumentative Structures | Oct 7, 2024 | Argument MiningMedical Question Answering | CodeCode Available | 0 |
| The Limited Impact of Medical Adaptation of Large Language and Vision-Language Models | Nov 13, 2024 | Medical Question AnsweringQuestion Answering | CodeCode Available | 0 |
| Aligning Large Language Models for Clinical Tasks | Sep 6, 2023 | Medical Question AnsweringQuestion Answering | CodeCode Available | 0 |
| Medical Adaptation of Large Language and Vision-Language Models: Are We Making Progress? | Nov 6, 2024 | Medical Question AnsweringQuestion Answering | CodeCode Available | 0 |
| Talk Before You Retrieve: Agent-Led Discussions for Better RAG in Medical QA | Apr 30, 2025 | Information RetrievalMedical Question Answering | CodeCode Available | 0 |
| Medical Question Summarization with Entity-driven Contrastive Learning | Apr 15, 2023 | Contrastive LearningMedical Question Answering | CodeCode Available | 0 |
| Medical Question Understanding and Answering with Knowledge Grounding and Semantic Self-Supervision | Sep 30, 2022 | Medical Question AnsweringQuestion Answering | CodeCode Available | 0 |
| A Benchmark for Long-Form Medical Question Answering | Nov 14, 2024 | Answer GenerationForm | 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 |
| JMLR: Joint Medical LLM and Retrieval Training for Enhancing Reasoning and Professional Question Answering Capability | Feb 27, 2024 | GPUInformation Retrieval | CodeCode Available | 0 |
| MedLogic-AQA: Enhancing Medical Question Answering with Abstractive Models Focusing on Logical Structures | Oct 20, 2024 | Answer GenerationInformativeness | CodeCode Available | 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 |
| Med-REFL: Medical Reasoning Enhancement via Self-Corrected Fine-grained Reflection | Jun 11, 2025 | Medical Question AnsweringMedQA | CodeCode Available | 0 |
| Addressing Overprescribing Challenges: Fine-Tuning Large Language Models for Medication Recommendation Tasks | Mar 5, 2025 | Medical Question Answeringparameter-efficient fine-tuning | CodeCode Available | 0 |
| Enhancing Healthcare LLM Trust with Atypical Presentations Recalibration | Sep 5, 2024 | Decision MakingMedical Question Answering | CodeCode Available | 0 |
| 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 |
| AMQA: An Adversarial Dataset for Benchmarking Bias of LLMs in Medicine and Healthcare | May 26, 2025 | BenchmarkingMedical Diagnosis | CodeCode Available | 0 |