notesum.ai

Published at December 3

Multi-Granularity Tibetan Textual Adversarial Attack Method Based on Masked Language Model

cs.CL

cs.CR

Released Date: December 3, 2024

Authors: Xi Cao¹, Nuo Qun¹, Quzong Gesang¹, Yulei Zhu¹, Trashi Nyima¹

Aff.: ¹Tibet University

Arxiv: http://arxiv.org/pdf/2412.02343v1

Refer to caption

Metric	Attack	Tibetan-BERT	CINO-small-v2	CINO-base-v2	CINO-large-v2
	TSAttacker	0.3420	0.3592	0.3646	0.3430
$ADV$	TSTricker-s	0.5124	0.5685	0.5414	0.5426
	TSTricker-w	0.5124	0.5588	0.5566	0.5286
	TSAttacker	0.8090	0.7400	0.7605	0.7487
$ASR$	TSTricker-s	0.9968	0.9989	0.9989	0.9978
	TSTricker-w	0.9957	0.9806	0.9935	0.9817
	TSAttacker	5.2000	5.6210	5.0638	5.3386
$LD$	TSTricker-s	4.0671	5.8856	5.3402	5.6865
	TSTricker-w	10.2492	13.0297	12.9511	12.3374