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Factuality Correction on BIO (test)

51Precision

RAC

Updated 4d ago

Evaluation Results

Method	Links
RAC 2026.01		51	28	42	11	28
RAC 2026.01		51	28	42	11	28
LLM2 2026.01		48	31	41	10	27
LLM2 2026.01		48	31	41	10	27
FC 2026.01		46	33	41	12	11
FACTCORRECTOR 2026.01		46	33	41	12	11
LLM2 2026.01		45	21	36	12	18
LLM2 2026.01		45	21	36	12	18
FC 2026.01		44	22	35	12	17
FACTCORRECTOR 2026.01		44	22	35	12	17
LLM2 2026.01		42	30	37	11	7
RAC 2026.01		42	21	33	12	17
LLM2 2026.01		42	30	37	11	7
RAC 2026.01		42	21	33	12	16
FC 2026.01		40	29	36	10	24
FACTCORRECTOR 2026.01		40	29	36	10	24
RAC 2026.01		39	29	34	5	13
RAC 2026.01		39	29	34	5	13
CRITIC 2026.01		37	18	29	8	13
CRITIC 2026.01		37	18	29	8	13
CRITIC 2026.01		27	22	25	5	5
LLM1 2026.01		27	25	27	2	7
CRITIC 2026.01		27	22	25	5	5
LLM1 2026.01		27	25	27	2	7
FC 2026.01		26	10	20	14	3
FACTCORRECTOR 2026.01		26	10	20	14	3
LLM1 2026.01		23	14	19	7	11
LLM1 2026.01		23	14	19	7	11
RAC 2026.01		22	8	16	10	4
RAC 2026.01		22	8	16	10	4
LLM2 2026.01		19	13	16	13	3
LLM2 2026.01		19	13	16	13	3
CRITIC 2026.01		12	2	8	4	2
CRITIC 2026.01		12	2	8	4	2
SFT 2026.01		5	0	2	5	2
SFT 2026.01		5	0	2	6	-2
SFT 2026.01		1	-2	-1	6	-3
CRITIC 2026.01		0	0	0	0	1
CRITIC 2026.01		0	0	0	0	1
LLM1 2026.01		-3	-1	-2	2	0
LLM1 2026.01		-3	-1	-2	2	0
SFT 2026.01		-4	0	-2	0	-4
LLM1 2026.01		-28	-10	-22	-24	6
LLM1 2026.01		-28	-10	-22	-24	6