Knowledge-conflict Question Answering on TriviaQA CF-RAG benchmark leaderboard · SOTA2 Research

Knowledge-conflict Question Answering on TriviaQA CF-RAG

91.86Conflict Factor (CF)FIDES

Evaluation Results

Method	Links
FIDES2026.06		91.86	51.48	57.29
FIDES2026.06		89.26	42.73	48.97
FIDES2026.06		88.27	40.42	42.17
AdaCAD2026.06		86.88	41.09	45.44
FIDES2026.06		86.76	39.42	44.93
CLEAR†2026.06		86.58	44.73	50.51
COIECD2026.06		85.05	36.16	39.99
AdaCAD2026.06		84.8	37.31	42.4
CAD2026.06		83.56	30.14	33.32
COIECD2026.06		83.16	32.72	37.23
CAD2026.06		81.82	27.11	30.91
DVD2026.06		80.89	39.93	44.12
CLEAR†2026.06		80.52	41.28	46.49
DeCoRe2026.06		79.51	39.18	43.96
DoLa2026.06		78.83	38.82	42.51
Standard RAG2026.06		76.22	36.51	40.49
AdaCAD2026.06		76.21	33.98	38.72
DVD2026.06		75.29	36.82	41.67
DeCoRe2026.06		74.52	36.28	40.48
AdaCAD2026.06		73.95	32.55	37.63
DoLa2026.06		73.18	35.42	39.13
CLEAR†2026.06		72.16	37.43	43.12
COIECD2026.06		71.79	30.53	34.17
Standard RAG2026.06		70.53	34.17	37.82
CLEAR†2026.06		70.39	35.92	41.28
COIECD2026.06		69.25	29.46	33.28
CAD2026.06		68.17	26.31	28.62
DVD2026.06		65.42	33.27	38.34
CAD2026.06		65.41	25.68	27.97
DVD2026.06		63.83	31.79	36.82
DeCoRe2026.06		62.34	31.52	36.81
DoLa2026.06		61.43	30.27	34.12
DeCoRe2026.06		61.21	30.56	35.58
Standard RAG2026.06		60.52	29.61	33.84
DoLa2026.06		59.51	28.83	32.52
Standard RAG2026.06		58.46	28.21	32.84