Imagen de Portada

Large Language Models for Healthcare Text Classification: A Systematic Review

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Sakai, Hajar, Lam, Sarah S.
Formato:	Preprint
Publicado:	2025
Materias:	Computation and Language
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

QUAD-LLM-MLTC: Large Language Models Ensemble Learning for Healthcare Text Multi-Label Classification
por: Sakai, Hajar, et al.
Publicado: (2025)

KDH-MLTC: Knowledge Distillation for Healthcare Multi-Label Text Classification
por: Sakai, Hajar, et al.
Publicado: (2025)

HAMLET: Healthcare-focused Adaptive Multilingual Learning Embedding-based Topic Modeling
por: Sakai, Hajar, et al.
Publicado: (2025)

Large Language Models for Patient Comments Multi-Label Classification
por: Sakai, Hajar, et al.
Publicado: (2024)

GAMedX: Generative AI-based Medical Entity Data Extractor Using Large Language Models
por: Ghali, Mohammed-Khalil, et al.
Publicado: (2024)

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics
por: Sakai, Hajar, et al.
Publicado: (2025)

Benchmarking Open-Source Large Language Models on Healthcare Text Classification Tasks
por: Guo, Yuting, et al.
Publicado: (2025)

Large Language Models For Text Classification: Case Study And Comprehensive Review
por: Kostina, Arina, et al.
Publicado: (2025)

Temporal Text Classification with Large Language Models
por: Raihan, Nishat, et al.
Publicado: (2026)

CT-Eval: Benchmarking Chinese Text-to-Table Performance in Large Language Models
por: Shi, Haoxiang, et al.
Publicado: (2024)

Adaptable and Reliable Text Classification using Large Language Models
por: Wang, Zhiqiang, et al.
Publicado: (2024)

Fine-Tuning A Large Language Model for Systematic Review Screening
por: Yamoah, Kweku, et al.
Publicado: (2026)

Efficacy of Large Language Models in Systematic Reviews
por: Shah, Aaditya, et al.
Publicado: (2024)

Advancing Text Classification with Large Language Models and Neural Attention Mechanisms
por: Lyu, Ning, et al.
Publicado: (2025)

Can Large Language Models Match the Conclusions of Systematic Reviews?
por: Polzak, Christopher, et al.
Publicado: (2025)

TextReasoningBench: Does Reasoning Really Improve Text Classification in Large Language Models?
por: Guo, Xinyu, et al.
Publicado: (2026)

A Systematic Survey of Text Summarization: From Statistical Methods to Large Language Models
por: Zhang, Haopeng, et al.
Publicado: (2024)

Advances in Pre-trained Language Models for Domain-Specific Text Classification: A Systematic Review
por: Rostam, Zhyar Rzgar K., et al.
Publicado: (2025)

Large Language Model for Mental Health: A Systematic Review
por: Guo, Zhijun, et al.
Publicado: (2024)

Fine-Tuning Large Language Models for Scientific Text Classification: A Comparative Study
por: Rostam, Zhyar Rzgar K, et al.
Publicado: (2024)

GTA: Supervised-Guided Reinforcement Learning for Text Classification with Large Language Models
por: Zeng, Min, et al.
Publicado: (2025)

Bengali Text Classification: An Evaluation of Large Language Model Approaches
por: Hoque, Md Mahmudul, et al.
Publicado: (2026)

Comparative Analysis of Large Language Models in Healthcare
por: Santhosh, Subin, et al.
Publicado: (2026)

Evaluating Prompting Strategies and Large Language Models in Systematic Literature Review Screening: Relevance and Task-Stage Classification
por: Han, Binglan, et al.
Publicado: (2025)

LatteReview: A Multi-Agent Framework for Systematic Review Automation Using Large Language Models
por: Rouzrokh, Pouria, et al.
Publicado: (2025)

A Methodology for Explainable Large Language Models with Integrated Gradients and Linguistic Analysis in Text Classification
por: Ribeiro, Marina, et al.
Publicado: (2024)

Streamlining Systematic Reviews: A Novel Application of Large Language Models
por: Trad, Fouad, et al.
Publicado: (2024)

Achieving Peak Performance for Large Language Models: A Systematic Review
por: Rostam, Zhyar Rzgar K, et al.
Publicado: (2024)

Hierarchical Text Classification Using Black Box Large Language Models
por: Yoshimura, Kosuke, et al.
Publicado: (2025)

Towards Efficient Large Language Models for Scientific Text: A Review
por: To, Huy Quoc, et al.
Publicado: (2024)

A Framework for Human Evaluation of Large Language Models in Healthcare Derived from Literature Review
por: Tam, Thomas Yu Chow, et al.
Publicado: (2024)

A Systematic Review on the Evaluation of Large Language Models in Theory of Mind Tasks
por: Sarıtaş, Karahan, et al.
Publicado: (2025)

Unsupervised Neural Network for Automated Classification of Surgical Urgency Levels in Medical Transcriptions
por: Tabatabaee, Sadaf, et al.
Publicado: (2026)

Bias in Large Language Models Across Clinical Applications: A Systematic Review
por: Suenghataiphorn, Thanathip, et al.
Publicado: (2025)

Combining Autoregressive and Autoencoder Language Models for Text Classification
por: Gonçalves, João
Publicado: (2024)

Large Language Models for Oral History Understanding with Text Classification and Sentiment Analysis
por: Cherukuri, Komala Subramanyam, et al.
Publicado: (2025)

Red Teaming Large Language Models for Healthcare
por: Balazadeh, Vahid, et al.
Publicado: (2025)

From Text to Transformation: A Comprehensive Review of Large Language Models' Versatility
por: Kaur, Pravneet, et al.
Publicado: (2024)

Enhancing Systematic Reviews with Large Language Models: Using GPT-4 and Kimi
por: Kaptur, Dandan Chen, et al.
Publicado: (2025)

Reassessing Large Language Model Boolean Query Generation for Systematic Reviews
por: Wang, Shuai, et al.
Publicado: (2025)