Faithfulness Hallucination on FollowRAG Faithfulness+ benchmark leaderboard · SOTA2 Research

Faithfulness Hallucination on FollowRAG Faithfulness+

49.5Faithfulness (NaturalQA)NOVA

Evaluation Results

Method	Links
NOVA2025.02		49.5	56.5	18.5	55	44.9
NOVA2025.02		48.5	68	25	52	48.4
NOVA2025.02		46.5	60	19	53.5	44.8
NOVA2025.02		46	59.6	23.5	55.5	46.1
NOVA2025.02		46	63	20	59	47
IFD2025.02		46	54.5	15	52	41.9
CaR2025.02		45.5	61.5	22	48	44.3
NOVA2025.02		45	62	21.5	53.5	45.5
Nuggets2025.02		45	62.5	21	49	44.4
NOVA2025.02		45	62	20.5	53.5	45.3
Nuggets2025.02		45	52	16	53	41.5
NOVA2025.02		44.5	58.5	24	55.5	45.6
FLAME-DPO2025.02		44.5	58	20.5	53	44
CaR2025.02		44.5	55.5	21	52	43.3
NOVA2025.02		44.5	64.5	22	54	46.3
NOVA2025.02		44.5	59	18	51	43.1
CaR2025.02		44	59.5	18	48.5	42.5
NOVA2025.02		43.5	59.5	22.5	53	44.6
SELF-EVAL2025.02		43.5	59	21	53	44.1
FLAME-DPO fact2025.02		43.5	57	17.5	52	42.5
IFD2025.02		43.5	63	23	50	44.9
SELF-EVAL2025.02		43.5	59	15.5	51.5	42.4
CaR2025.02		43.5	57.5	17	51.5	42.4
CaR2025.02		43.5	55	18	53.5	42.5
Nuggets2025.02		43	57.5	21.5	52.5	43.6
CaR2025.02		43	62.5	19.5	53	44.5
SELF-EVAL2025.02		43	58	16.5	52.5	42.5
Nuggets2025.02		43	58.5	17	52.5	42.8
CaR2025.02		43	55	15.5	48	40.4
SELF-EVAL2025.02		42.5	56.5	22.5	53.5	43.8
NOVA2025.02		42.5	56.5	23.5	54.5	44.3
IFD2025.02		42.5	56.5	20.5	53.5	43.3
CaR2025.02		42.5	60	18.5	53	43.5
CaR2025.02		42.5	58	16.5	51	42
Nuggets2025.02		42.5	56	16.5	51	41.5
IFD2025.02		42.5	58	16.5	52	42.3
Nuggets2025.02		42	60	20	51.5	43.4
IFD2025.02		42	61.5	18.5	52	43.5
FLAME-DPO fact2025.02		42	55.5	16.5	52	41.5
FLAME-DPO2025.02		41.5	55	21.5	52.5	42.6
IFD2025.02		41.5	59.5	19.5	51	42.9
IFD2025.02		41.5	57	15.5	51.5	41.4
Nuggets2025.02		41.5	54.5	16.5	50	40.6
CaR2025.02		41	52	18	49.5	40.1
Nuggets2025.02		41	56	17	52	41.5
Nuggets2025.02		40.5	62.5	20	52.5	43.9
Vanilla2025.02		40.5	53.5	16	49.5	39.9
IFD2025.02		40.5	60	17.5	53.5	42.9
IFD2025.02		40.5	56	16	49.5	40.5
IFD2025.02		40	54.5	20	51	41.4
Nuggets2025.02		40	52.5	15.5	50.5	39.6
Nuggets2025.02		39.5	54.5	20	50	41
Nuggets2025.02		39.5	53	17.5	51	40.3
IFD2025.02		39.5	52	17.5	49.5	39.6
Vanilla2025.02		39.5	57.5	18.5	49	41.1
Vanilla2025.02		39.5	49.5	14.5	49	38.1
IFD2025.02		38	53.5	18.5	49	39.8
CaR2025.02		38	53	19	50.5	40.1
CaR2025.02		38	51.5	17	48	38.6
Vanilla2025.02		37.5	50.5	16	47.5	37.9