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Published at November 19

Enhancing Multi-Class Disease Classification: Neoplasms, Cardiovascular, Nervous System, and Digestive Disorders Using Advanced LLMs

cs.CL

cs.AI

Released Date: November 19, 2024

Authors: Ahmed Akib Jawad Karim¹, Muhammad Zawad Mahmud², Samiha Islam², Aznur Azam³

Aff.: ¹Department of Computer Science and Engineering, BRAC University, Dhaka, Bangladesh; ²Department of Electrical and Computer Engineering, North South University, Dhaka-1229, Bangladesh; ³Department of Computer and Science Engineering, Bangladesh Army University of Science and Technology, Saidpur, Bangladesh

Arxiv: http://arxiv.org/abs/2411.12712v1

Models	Macro Average			Weighted Average
Models	Precision	Recall	F1 Score	Precision	Recall	F1 Score
BioBERT	0.97	0.97	0.97	0.97	0.97	0.97
XLNet	0.96	0.96	0.96	0.96	0.96	0.96
BERT	0.81	0.82	0.81	0.83	0.82	0.83
LastBERT	0.78	0.79	0.78	0.81	0.80	0.80