notesum.ai

Published at November 26

Automating Chapter-Level Classification for Electronic Theses and Dissertations

cs.DL

cs.AI

cs.IR

cs.LG

Released Date: November 26, 2024

Authors: Bipasha Banerjee¹, William A. Ingram¹, Edward A. Fox²

Aff.: ¹University Libraries, Virginia Tech, Blacksburg, VA, 24061; ²Dept. of Computer Science, Virginia Tech, Blacksburg, VA, 24061

Arxiv: http://arxiv.org/abs/2411.17614v1

Refer to caption

Algorithm	Precision	Recall	F1
Random Forest	0.601	0.153	0.228
SVM	0.803	0.245	0.340
BERT	0.630	0.623	0.619
BERT+ETD	0.639	0.631	0.630
SciBERT	0.622	0.634	0.635
SciBERT+ETD	0.650	0.643	0.642