Image de couverture de livre

Evaluating the Challenges of LLMs in Real-world Medical Follow-up: A Comparative Study and An Optimized Framework

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Liu, Jinyan, Chen, Zikang, Wang, Qinchuan, Xie, Tan, Zheng, Heming, Lv, Xudong
Format:	Preprint
Publié:	2025
Sujets:	Computation and Language Artificial Intelligence I.2.7; J.3
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Shallow Robustness, Deep Vulnerabilities: Multi-Turn Evaluation of Medical LLMs
par: Manczak, Blazej, et autres
Publié: (2025)

LLMs Generate Kitsch
par: Klinge, Xenia, et autres
Publié: (2026)

Comparative Study of Large Language Models on Chinese Film Script Continuation: An Empirical Analysis Based on GPT-5.2 and Qwen-Max
par: Cao, Yuxuan, et autres
Publié: (2026)

Multi-Method Validation of Large Language Model Medical Translation Across High- and Low-Resource Languages
par: Anyaegbuna, Chukwuebuka, et autres
Publié: (2026)

MedPI: Evaluating AI Systems in Medical Patient-facing Interactions
par: V., Diego Fajardo, et autres
Publié: (2025)

Agentic Automation of BT-RADS Scoring: End-to-End Multi-Agent System for Standardized Brain Tumor Follow-up Assessment
par: Jabal, Mohamed Sobhi, et autres
Publié: (2026)

LLMs Reproduce Human Purchase Intent via Semantic Similarity Elicitation of Likert Ratings
par: Maier, Benjamin F., et autres
Publié: (2025)

Can LLMs Do Rocket Science? Exploring the Limits of Complex Reasoning with GTOC 12
par: del Campo, Iñaki, et autres
Publié: (2026)

Prompting from the bench: Large-scale pretraining is not sufficient to prepare LLMs for ordinary meaning analysis
par: Purushothama, Abhishek, et autres
Publié: (2025)

CPEMH: An Agentic Framework for Prompt-Driven Behavior Evaluation and Assurance in Foundation-Model Systems for Mental Health Screening
par: Lorenzoni, Giuliano, et autres
Publié: (2026)

Towards Leveraging Large Language Models for Automated Medical Q&A Evaluation
par: Krolik, Jack, et autres
Publié: (2024)

Exploiting LLM-as-a-Judge Disposition on Free Text Legal QA via Prompt Optimization
par: Elganayni, Mohamed Hesham, et autres
Publié: (2026)

End-to-End Evaluation and Governance of an EHR-Embedded AI Agent for Clinicians
par: Shah, Aaryan, et autres
Publié: (2026)

Recommending Actionable Strategies: A Semantic Approach to Integrating Analytical Frameworks with Decision Heuristics
par: Ghisellini, Renato, et autres
Publié: (2025)

CuraView: A Multi-Agent Framework for Medical Hallucination Detection with GraphRAG-Enhanced Knowledge Verification
par: Ye, Severin, et autres
Publié: (2026)

Collective Memory and Narrative Cohesion: A Computational Study of Palestinian Refugee Oral Histories in Lebanon
par: Awwad, Ghadeer, et autres
Publié: (2025)

Model selection meets clinical semantics: Optimizing ICD-10-CM prediction via LLM-as-Judge evaluation, redundancy-aware sampling, and section-aware fine-tuning
par: Dai, Hong-Jie, et autres
Publié: (2025)

Reasoning Over the Glyphs: Evaluation of LLM's Decipherment of Rare Scripts
par: Shih, Yu-Fei, et autres
Publié: (2025)

Continually Evolved Multimodal Foundation Models for Cancer Prognosis
par: Peng, Jie, et autres
Publié: (2025)

VietMed-MCQ: A Consistency-Filtered Data Synthesis Framework for Vietnamese Traditional Medicine Evaluation
par: Kiet, Huynh Trung, et autres
Publié: (2026)

When Reasoning Fails: Evaluating 'Thinking' LLMs for Stock Prediction
par: Sodha, Rakeshkumar H
Publié: (2025)

A Serverless Architecture for Real-Time Stock Analysis using Large Language Models: An Iterative Development and Debugging Case Study
par: Ashraf, Taniv
Publié: (2025)

The Judge Variable: Challenging Judge-Agnostic Legal Judgment Prediction
par: Zambrano, Guillaume
Publié: (2025)

Can LLMs Identify Tax Abuse?
par: Blair-Stanek, Andrew, et autres
Publié: (2025)

Leveraging Synthetic Data for Question Answering with Multilingual LLMs in the Agricultural Domain
par: Kaur, Rishemjit, et autres
Publié: (2025)

Fine-Tuning LLMs on Small Medical Datasets: Text Classification and Normalization Effectiveness on Cardiology reports and Discharge records
par: Losch, Noah, et autres
Publié: (2025)

RomanLens: The Role Of Latent Romanization In Multilinguality In LLMs
par: Saji, Alan, et autres
Publié: (2025)

A Method for the Architecture of a Medical Vertical Large Language Model Based on Deepseek R1
par: Zhang, Mingda, et autres
Publié: (2025)

Comparative Analysis of LoRA-Adapted Embedding Models for Clinical Cardiology Text Representation
par: Young, Richard J., et autres
Publié: (2025)

Do Political Opinions Transfer Between Western Languages? An Analysis of Unaligned and Aligned Multilingual LLMs
par: Weeber, Franziska, et autres
Publié: (2025)

LLMs Simulate Big Five Personality Traits: Further Evidence
par: Sorokovikova, Aleksandra, et autres
Publié: (2024)

The Foundational Capabilities of Large Language Models in Predicting Postoperative Risks Using Clinical Notes
par: Alba, Charles, et autres
Publié: (2024)

How Much Does Persuasion Strategy Matter? LLM-Annotated Evidence from Charitable Donation Dialogues
par: Petrova, Tatiana, et autres
Publié: (2026)

Can Large Language Models Imitate Human Speech for Clinical Assessment? LLM-Driven Data Augmentation for Cognitive Score Prediction
par: Ketir, Si-Belkacem Yamine, et autres
Publié: (2026)

What distinguishes conspiracy from critical narratives? A computational analysis of oppositional discourse
par: Korenčić, Damir, et autres
Publié: (2024)

Using Letter Positional Probabilities to Assess Word Complexity
par: Dalvean, Michael
Publié: (2024)

The Provenance Gap in Clinical AI: Evidence-Traceable Temporal Knowledge Graphs for Rare Disease Reasoning
par: Ahmed, Md Shamim, et autres
Publié: (2026)

Interpretability without actionability: mechanistic methods cannot correct language model errors despite near-perfect internal representations
par: Basu, Sanjay, et autres
Publié: (2026)

BenCSSmark: Making the Social Sciences Count in LLM Research
par: Chatelain, Arnault, et autres
Publié: (2026)

Integrating clinical reasoning into large language model-based diagnosis through etiology-aware attention steering
par: Li, Peixian, et autres
Publié: (2025)