notesum.ai

Published at November 22

Feasibility Study for Supporting Static Malware Analysis Using LLM

cs.CR

Released Date: November 22, 2024

Authors: Shota Fujii¹, Rei Yamagishi¹

Aff.: ¹Hitachi, Ltd., Research and Development Group, Kanagawa, Japan

Arxiv: http://arxiv.org/abs/2411.14905v1

Refer to caption

PID	Decompile						Disassemble
PID	Accuracy		BLEU	ROUGE	Average words per function		Accuracy		BLEU	ROUGE	Average words per function
1	9/11	(81.8%)	0.31	57.9	1928.8		1/11	(9.1%)	0.32	50.3	1901.4
2	10/11	(90.9%)	0.43	61.9	1955.2		2/11	(18.2%)	0.19	57.4	2103.0
3	9/11	(81.8%)	0.46	55.8	1343.8		1/11	(9.1%)	0.30	48.7	1521.2
4	10/11	(90.9%)	0.45	59.9	2059.9		3/11	(27.3%)	0.42	59.4	2004.6
5	10/11	(90.9%)	0.40	64.0	2077.1		1/11	(9.1%)	0.39	57.7	2319.4