Beyond Multiple-Choice Accuracy: Real-World Challenges of Implementing Large Language Models in Healthcare
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Yang, Yifan, Jin, Qiao, Zhu, Qingqing, Wang, Zhizheng, Álvarez, Francisco Erramuspe, Wan, Nicholas, Hou, Benjamin, Lu, Zhiyong |
|---|---|
| Format: | Preprint |
| Publié: |
2024
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis
par: Wang, Zhizheng, et autres
Publié: (2025)
par: Wang, Zhizheng, et autres
Publié: (2025)
How Well Do Multi-modal LLMs Interpret CT Scans? An Auto-Evaluation Framework for Analyses
par: Zhu, Qingqing, et autres
Publié: (2024)
par: Zhu, Qingqing, et autres
Publié: (2024)
AgentMD: Empowering Language Agents for Risk Prediction with Large-Scale Clinical Tool Learning
par: Jin, Qiao, et autres
Publié: (2024)
par: Jin, Qiao, et autres
Publié: (2024)
Shadow and Light: Digitally Reconstructed Radiographs for Disease Classification
par: Hou, Benjamin, et autres
Publié: (2024)
par: Hou, Benjamin, et autres
Publié: (2024)
Knowledge-guided Contextual Gene Set Analysis Using Large Language Models
par: Wang, Zhizheng, et autres
Publié: (2025)
par: Wang, Zhizheng, et autres
Publié: (2025)
Adversarial Attacks on Large Language Models in Medicine
par: Yang, Yifan, et autres
Publié: (2024)
par: Yang, Yifan, et autres
Publié: (2024)
GeneGPT: Augmenting Large Language Models with Domain Tools for Improved Access to Biomedical Information
par: Jin, Qiao, et autres
Publié: (2023)
par: Jin, Qiao, et autres
Publié: (2023)
PubMed and Beyond: Biomedical Literature Search in the Age of Artificial Intelligence
par: Jin, Qiao, et autres
Publié: (2023)
par: Jin, Qiao, et autres
Publié: (2023)
CT-Bench: A Benchmark for Multimodal Lesion Understanding in Computed Tomography
par: Zhu, Qingqing, et autres
Publié: (2026)
par: Zhu, Qingqing, et autres
Publié: (2026)
Unmasking and Quantifying Racial Bias of Large Language Models in Medical Report Generation
par: Yang, Yifan, et autres
Publié: (2024)
par: Yang, Yifan, et autres
Publié: (2024)
Opportunities and Challenges for ChatGPT and Large Language Models in Biomedicine and Health
par: Tian, Shubo, et autres
Publié: (2023)
par: Tian, Shubo, et autres
Publié: (2023)
GeneAgent: Self-verification Language Agent for Gene Set Knowledge Discovery using Domain Databases
par: Wang, Zhizheng, et autres
Publié: (2024)
par: Wang, Zhizheng, et autres
Publié: (2024)
MedHopQA: A Disease-Centered Multi-Hop Reasoning Benchmark and Evaluation Framework for LLM-Based Biomedical Question Answering
par: Islamaj, Rezarta, et autres
Publié: (2026)
par: Islamaj, Rezarta, et autres
Publié: (2026)
Ensuring Safety and Trust: Analyzing the Risks of Large Language Models in Medicine
par: Yang, Yifan, et autres
Publié: (2024)
par: Yang, Yifan, et autres
Publié: (2024)
Leveraging Professional Radiologists' Expertise to Enhance LLMs' Evaluation for Radiology Reports
par: Zhu, Qingqing, et autres
Publié: (2024)
par: Zhu, Qingqing, et autres
Publié: (2024)
Differentiating Choices via Commonality for Multiple-Choice Question Answering
par: Deng, Wenqing, et autres
Publié: (2024)
par: Deng, Wenqing, et autres
Publié: (2024)
Recommending Clinical Trials for Online Patient Cases using Artificial Intelligence
par: Chan, Joey, et autres
Publié: (2025)
par: Chan, Joey, et autres
Publié: (2025)
Accelerating Clinical Evidence Synthesis with Large Language Models
par: Wang, Zifeng, et autres
Publié: (2024)
par: Wang, Zifeng, et autres
Publié: (2024)
Entry-level guide to the use of large language models for medical research
par: Jin, Qiao, et autres
Publié: (2024)
par: Jin, Qiao, et autres
Publié: (2024)
Med-V1: Small Language Models for Zero-shot and Scalable Biomedical Evidence Attribution
par: Jin, Qiao, et autres
Publié: (2026)
par: Jin, Qiao, et autres
Publié: (2026)
LADER: Log-Augmented DEnse Retrieval for Biomedical Literature Search
par: Jin, Qiao, et autres
Publié: (2023)
par: Jin, Qiao, et autres
Publié: (2023)
Beyond Pairwise: Empowering LLM Alignment With Ranked Choice Modeling
par: Tang, Yuxuan, et autres
Publié: (2025)
par: Tang, Yuxuan, et autres
Publié: (2025)
Beyond Multiple Choice: Evaluating Steering Vectors for Summarization
par: Braun, Joschka, et autres
Publié: (2025)
par: Braun, Joschka, et autres
Publié: (2025)
Beyond the Lab: Scaling Wearables for Real‐World Impact through Partnerships and Implementation
par: Christa Studzinski
Publié: (2025)
par: Christa Studzinski
Publié: (2025)
Beyond the Lab: Scaling Wearables for Real‐World Impact through Partnerships and Implementation
par: Christa Studzinski
Publié: (2025)
par: Christa Studzinski
Publié: (2025)
Beyond the Lab: Scaling Wearables for Real‐World Impact through Partnerships and Implementation
par: Christa Studzinski
Publié: (2025)
par: Christa Studzinski
Publié: (2025)
Beyond Choice: Challenging Individualism in Public Health Narratives
par: Mark Robinson, et autres
Publié: (2025)
par: Mark Robinson, et autres
Publié: (2025)
Rethinking Visual Attribution for Chest X-ray Reasoning in Large Vision Language Models
par: Xiong, Guangzhi, et autres
Publié: (2026)
par: Xiong, Guangzhi, et autres
Publié: (2026)
Safer Healthcare Strategies for the Real World
par: Charles Vincent
par: Charles Vincent
The ORCA Benchmark: Evaluating Real-World Calculation Accuracy in Large Language Models
par: Herambourg, Claudia, et autres
Publié: (2025)
par: Herambourg, Claudia, et autres
Publié: (2025)
Large Language Models Lack Temporal Awareness of Medical Knowledge
par: Guan, Zihan, et autres
Publié: (2026)
par: Guan, Zihan, et autres
Publié: (2026)
Beyond Accuracy: A Decision-Theoretic Framework for Allocation-Aware Healthcare AI
par: Ferzana, Rifa
Publié: (2026)
par: Ferzana, Rifa
Publié: (2026)
Beyond Accuracy: The Role of Calibration in Self-Improving Large Language Models
par: Huang, Liangjie, et autres
Publié: (2025)
par: Huang, Liangjie, et autres
Publié: (2025)
A Power-like Method for Computing the Dominant Eigenpairs of Large Scale Real Skew-Symmetric Matrices
par: Zheng, Qingqing
Publié: (2024)
par: Zheng, Qingqing
Publié: (2024)
SP-MCQA: Evaluating Intelligibility of TTS Beyond the Word Level
par: Tee, Hitomi Jin Ling, et autres
Publié: (2025)
par: Tee, Hitomi Jin Ling, et autres
Publié: (2025)
Combining Insights From Multiple Large Language Models Improves Diagnostic Accuracy
par: Barabucci, Gioele, et autres
Publié: (2024)
par: Barabucci, Gioele, et autres
Publié: (2024)
SingVERSE: A Diverse, Real-World Benchmark for Singing Voice Enhancement
par: Jiang, Shaohan, et autres
Publié: (2025)
par: Jiang, Shaohan, et autres
Publié: (2025)
Challenges and Choices Amidst Military Conflict: The Present and Future of Medical Education and Healthcare in Sudan
par: Sohaib Mohammed Mokhtar Ahmed, et autres
Publié: (2025)
par: Sohaib Mohammed Mokhtar Ahmed, et autres
Publié: (2025)
Harnessing PubMed User Query Logs for Post Hoc Explanations of Recommended Similar Articles
par: Shin, Ashley, et autres
Publié: (2024)
par: Shin, Ashley, et autres
Publié: (2024)
Benchmarking Retrieval-Augmented Generation for Medicine
par: Xiong, Guangzhi, et autres
Publié: (2024)
par: Xiong, Guangzhi, et autres
Publié: (2024)
Documents similaires
-
Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis
par: Wang, Zhizheng, et autres
Publié: (2025) -
How Well Do Multi-modal LLMs Interpret CT Scans? An Auto-Evaluation Framework for Analyses
par: Zhu, Qingqing, et autres
Publié: (2024) -
AgentMD: Empowering Language Agents for Risk Prediction with Large-Scale Clinical Tool Learning
par: Jin, Qiao, et autres
Publié: (2024) -
Shadow and Light: Digitally Reconstructed Radiographs for Disease Classification
par: Hou, Benjamin, et autres
Publié: (2024) -
Knowledge-guided Contextual Gene Set Analysis Using Large Language Models
par: Wang, Zhizheng, et autres
Publié: (2025)