Cover Image

RetSTA: An LLM-Based Approach for Standardizing Clinical Fundus Image Reports

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Cai, Jiushen, Zhang, Weihang, Liu, Hanruo, Wang, Ningli, Li, Huiqi
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

RET-CLIP: A Retinal Image Foundation Model Pre-trained with Clinical Diagnostic Reports
by: Du, Jiawei, et al.
Published: (2024)

CLIPin: A Non-contrastive Plug-in to CLIP for Multimodal Semantic Alignment
by: Yang, Shengzhu, et al.
Published: (2025)

ImpliRet: Benchmarking the Implicit Fact Retrieval Challenge
by: Taghavi, Zeinab Sadat, et al.
Published: (2025)

ViLReF: An Expert Knowledge Enabled Vision-Language Retinal Foundation Model
by: Yang, Shengzhu, et al.
Published: (2024)

CoRet: Improved Retriever for Code Editing
by: Fehr, Fabio, et al.
Published: (2025)

From Physician Expertise to Clinical Agents: Preserving, Standardizing, and Scaling Physicians' Medical Expertise with Lightweight LLM
by: Luo, Chanyong, et al.
Published: (2026)

RetICL: Sequential Retrieval of In-Context Examples with Reinforcement Learning
by: Scarlatos, Alexander, et al.
Published: (2023)

CaseReportBench: An LLM Benchmark Dataset for Dense Information Extraction in Clinical Case Reports
by: Zhang, Xiao Yu Cindy, et al.
Published: (2025)

BURExtract-Llama: An LLM for Clinical Concept Extraction in Breast Ultrasound Reports
by: Chen, Yuxuan, et al.
Published: (2024)

Improve Large Language Model Systems with User Logs
by: Wang, Changyue, et al.
Published: (2026)

Standardizing Longitudinal Radiology Report Evaluation via Large Language Model Annotation
by: Wang, Xinyi, et al.
Published: (2026)

MRScore: Evaluating Radiology Report Generation with LLM-based Reward System
by: Liu, Yunyi, et al.
Published: (2024)

Attribute Structuring Improves LLM-Based Evaluation of Clinical Text Summaries
by: Gero, Zelalem, et al.
Published: (2024)

Decoupling Reasoning and Knowledge Injection for In-Context Knowledge Editing
by: Wang, Changyue, et al.
Published: (2025)

PrinciplismQA: A Philosophy-Grounded Approach to Assessing LLM-Human Clinical Medical Ethics Alignment
by: Hong, Chang, et al.
Published: (2025)

SCOPE: A Generative Approach for LLM Prompt Compression
by: Zhang, Tinghui, et al.
Published: (2025)

GlobalDentBench: A Multinational Benchmark for Evaluating LLM Clinical Reasoning in Dentistry with Expert Calibration
by: Zhao, Junjie, et al.
Published: (2026)

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation
by: Lee, Sihyeon, et al.
Published: (2025)

SSKG Hub: An Expert-Guided Platform for LLM-Empowered Sustainability Standards Knowledge Graphs
by: He, Chaoyue, et al.
Published: (2026)

The Challenges of Evaluating LLM Applications: An Analysis of Automated, Human, and LLM-Based Approaches
by: Abeysinghe, Bhashithe, et al.
Published: (2024)

NCV: A Node-Wise Consistency Verification Approach for Low-Cost Structured Error Localization in LLM Reasoning
by: Zhang, Yulong, et al.
Published: (2025)

GPT-4 on Clinic Depression Assessment: An LLM-Based Pilot Study
by: Lorenzoni, Giuliano, et al.
Published: (2024)

LITERA: An LLM Based Approach to Latin-to-English Translation
by: Rosu, Paul
Published: (2025)

SALP-CG: Standard-Aligned LLM Pipeline for Classifying and Grading Large Volumes of Online Conversational Health Data
by: Yan, Yiwei, et al.
Published: (2025)

An Enhanced Prompt-Based LLM Reasoning Scheme via Knowledge Graph-Integrated Collaboration
by: Li, Yihao, et al.
Published: (2024)

Deep Learning-Based Longitudinal Prediction of Childhood Myopia Progression Using Fundus Image Sequences and Baseline Refraction Data
by: Kang, Mengtian, et al.
Published: (2024)

CRIMSON: A Clinically-Grounded LLM-Based Metric for Generative Radiology Report Evaluation
by: Baharoon, Mohammed, et al.
Published: (2026)

In-Situ Behavioral Evaluation for LLM Fairness, Not Standardized-Test Scores
by: Tang, Zeyu, et al.
Published: (2026)

Medchain: Bridging the Gap Between LLM Agents and Clinical Practice with Interactive Sequence
by: Liu, Jie, et al.
Published: (2024)

SpiroLLM: Finetuning Pretrained LLMs to Understand Spirogram Time Series with Clinical Validation in COPD Reporting
by: Mei, Shuhao, et al.
Published: (2025)

Semantic Voting: A Self-Evaluation-Free Approach for Efficient LLM Self-Improvement on Unverifiable Open-ended Tasks
by: Jiang, Chunyang, et al.
Published: (2025)

Users as Annotators: LLM Preference Learning from Comparison Mode
by: Cai, Zhongze, et al.
Published: (2025)

Variation is the Key: A Variation-Based Framework for LLM-Generated Text Detection
by: Li, Xuecong, et al.
Published: (2026)

EvalCards: A Framework for Standardized Evaluation Reporting
by: Dhar, Ruchira, et al.
Published: (2025)

Enhancing LLM-Based Data Annotation with Error Decomposition
by: Xu, Zhen, et al.
Published: (2026)

AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration
by: Wang, Zhexuan, et al.
Published: (2025)

Auto-ARGUE: LLM-Based Report Generation Evaluation
by: Walden, William, et al.
Published: (2025)

MedExAgent: Training LLM Agents to Ask, Examine, and Diagnose in Noisy Clinical Environments
by: Gao, Yicheng, et al.
Published: (2026)

MedQA-CS: Objective Structured Clinical Examination (OSCE)-Style Benchmark for Evaluating LLM Clinical Skills
by: Yao, Zonghai, et al.
Published: (2024)

Blinded Radiologist and LLM-Based Evaluation of LLM-Generated Japanese Translations of Chest CT Reports: Comparative Study
by: Yamagishi, Yosuke, et al.
Published: (2026)