Automated Text Mining of Experimental Methodologies from Biomedical Literature

arXiv:2404.13779v1 Announce Type: cross
Abstract: Biomedical literature is a rapidly expanding field of science and technology. Classification of biomedical texts is an essential part of biomedicine research, especially in the field of biology. This work proposes the fine-tuned DistilBERT, a methodology-specific, pre-trained generative classification language model for mining biomedicine texts. The model has proven its effectiveness in linguistic understanding capabilities and has reduced the size of BERT models by 40\% but by 60\% faster. The main objective of this project …

abstract arxiv automated biology biomedical biomedicine classification cs.cl cs.lg distilbert experimental generative language language model literature methodology mining part research science science and technology technology text type work