Indirect Prompt Injection Defense on Inj-TriviaQA benchmark leaderboard · SOTA2 Research

Indirect Prompt Injection Defense on Inj-TriviaQA

0.11Naive ASRStruQ

Evaluation Results

Method	Links
StruQ2025.04		0.11	0.56	4	86.44	70.33
Robustness via Referencing2025.04		0.11	1.44	0.22	0.67	0.56
StruQ2025.04		0.78	1.78	11.89	28.78	49.44
Robustness via Referencing2025.04		1.22	4	2.67	7	3.78
Robustness via Referencing2025.04		1.56	5	1	4.33	6.56
Spotlight2025.04		1.67	16.11	26.11	71.89	64.33
StruQ2025.04		2.44	0.89	7.56	93.33	89.89
Sandwich2025.04		11.22	18.56	21.78	26	38.33
Spotlight2025.04		11.44	31.22	34.56	85.33	91.44
Sandwich2025.04		13	23	33.56	31.89	37.56
Sandwich2025.04		13.44	22.33	20	45.56	48.33
Instructional2025.04		18.56	38.56	50.89	75	62.11
Spotlight2025.04		19.89	40.89	27.56	98.56	94.67
None2025.04		20.67	50.56	57.67	80.44	80.33
Instructional2025.04		20.89	51.67	51.33	83.78	82.67
Reminder2025.04		23.11	47.89	55.11	60.56	60.33
None2025.04		23.22	64.67	58	89.67	85.11
None2025.04		26.67	58.33	49.78	96	91.78
Reminder2025.04		27.22	66.78	63	85.67	85
Instructional2025.04		30	56.22	50.67	96.33	90.33
Reminder2025.04		35.11	67.67	53.22	96.67	86.11