Adversarial Attack on AI-text Detectors on Peer-review (evaluation set) benchmark leaderboard · SOTA2 Research

Adversarial Attack on AI-text Detectors on Peer-review (evaluation set)

63RoBERTa ASRMAGE BERTScore

Evaluation Results

Method	Links
MAGE BERTScore2026.05		63	73.7	49	98	31	76	6	99	10	98	9
AuthorMist2026.05		53	72.1	49	32	24	96	27	100	37	100	32
MAGE BERTScore2026.05		44	77.7	50	97	29	91	16	100	27	98	17
SilverSpeak2026.05		43	39.2	50	0	47	39	22	6	49	100	33
DEPO2026.05		41	82.5	49	94	23	84	7	95	6	78	12
StealthRL2026.05		40	69.8	49	48	17	43	19	99	28	100	33
MAGE BERTScore2026.05		39	79.8	49	96	25	90	12	99	13	96	4
MAGE BERTScore2026.05		21	78.1	49	27	24	52	14	88	1	77	—
Direct Paraphrasing2026.05		4	81.8	50	7	39	53	13	84	11	64	28
Adv. Paraphrase2026.05		4	81.9	50	13	32	58	10	89	9	68	27
Original2026.05		3	—	50	9	40	10	35	61	20	39	35
MAGE BERTScore2026.05		2	91.3	50	7	41	13	34	62	21	39	37