| Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine | Nov 28, 2023 | Electrical EngineeringExperimental Design | CodeCode Available | 5 | 5 |
| Improving Retrieval-Augmented Generation in Medicine with Iterative Follow-up Questions | Aug 1, 2024 | Medical Question AnsweringMedQA | CodeCode Available | 4 | 5 |
| Citrus: Leveraging Expert Cognitive Pathways in a Medical Language Model for Advanced Medical Decision Support | Feb 25, 2025 | Decision MakingDiagnostic | CodeCode Available | 2 | 5 |
| MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning | Nov 16, 2023 | MedQAMMLU | CodeCode Available | 2 | 5 |
| GreaseLM: Graph REASoning Enhanced Language Models for Question Answering | Jan 21, 2022 | Knowledge GraphsMedical Question Answering | CodeCode Available | 2 | 5 |
| What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams | Sep 28, 2020 | MedQAMultiple-choice | CodeCode Available | 2 | 5 |
| Synthetic Data RL: Task Definition Is All You Need | May 18, 2025 | AllGSM8K | CodeCode Available | 2 | 5 |
| MediQ: Question-Asking LLMs and a Benchmark for Reliable Interactive Clinical Reasoning | Jun 3, 2024 | DiagnosticMedQA | CodeCode Available | 1 | 5 |
| QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering | Apr 13, 2021 | Common Sense ReasoningGraph Representation Learning | CodeCode Available | 1 | 5 |
| Variational Open-Domain Question Answering | Sep 23, 2022 | Language ModellingMedQA | CodeCode Available | 1 | 5 |
| Large Language Models Encode Clinical Knowledge | Dec 26, 2022 | Clinical KnowledgeMedQA | CodeCode Available | 1 | 5 |
| MedQA-CS: Benchmarking Large Language Models Clinical Skills Using an AI-SCE Framework | Oct 2, 2024 | BenchmarkingInstruction Following | CodeCode Available | 1 | 5 |
| O1 Replication Journey -- Part 3: Inference-time Scaling for Medical Reasoning | Jan 11, 2025 | Decision MakingDiagnostic | CodeCode Available | 1 | 5 |
| Knowledge-Augmented Reasoning Distillation for Small Language Models in Knowledge-Intensive Tasks | May 28, 2023 | MedQAMemorization | CodeCode Available | 1 | 5 |
| To Generate or to Retrieve? On the Effectiveness of Artificial Contexts for Medical Open-Domain Question Answering | Mar 4, 2024 | MedQAMMLU | 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 |
| Can large language models reason about medical questions? | Jul 17, 2022 | MedQAMultiple-choice | CodeCode Available | 1 | 5 |
| MedCaseReasoning: Evaluating and learning diagnostic reasoning from clinical case reports | May 16, 2025 | DiagnosticMath | CodeCode Available | 1 | 5 |
| Clinical Camel: An Open Expert-Level Medical Language Model with Dialogue-Based Knowledge Encoding | May 19, 2023 | GPULanguage Modeling | CodeCode Available | 1 | 5 |
| Kformer: Knowledge Injection in Transformer Feed-Forward Layers | Jan 15, 2022 | Language ModellingMedical Question Answering | CodeCode Available | 1 | 5 |
| Relation-Aware Language-Graph Transformer for Question Answering | Dec 2, 2022 | Medical Question AnsweringMedQA | CodeCode Available | 1 | 5 |
| Towards Expert-Level Medical Question Answering with Large Language Models | May 16, 2023 | Medical Question AnsweringMedQA | CodeCode Available | 1 | 5 |
| MultifacetEval: Multifaceted Evaluation to Probe LLMs in Mastering Medical Knowledge | Jun 5, 2024 | MedQA | CodeCode Available | 0 | 5 |
| Benchmarking ChatGPT-4 on ACR Radiation Oncology In-Training (TXIT) Exam and Red Journal Gray Zone Cases: Potentials and Challenges for AI-Assisted Medical Education and Decision Making in Radiation Oncology | Apr 24, 2023 | BenchmarkingDecision Making | CodeCode Available | 0 | 5 |
| MedMobile: A mobile-sized language model with expert-level clinical capabilities | Oct 11, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
