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ResearchFormerly WizWand

Hallucination Detection on LLM-AggreFact

91.99CNN PerformanceCPIL-1%

Evaluation results

Method	Links
CPIL-1%2026.06		91.99	73.47	83.02	86.13	69.2	77.13	85.1	61.46	70.57	87.85	84.74	79.14
CPIL-2%2026.06		91.08	71.38	84.05	90.1	64.91	77.77	81.74	58.36	71.94	88.9	84.79	78.64
CCHD-FT52026.06		88.58	73.37	78.92	88.34	68.31	76.62	86.5	62.46	72.41	88.28	86.42	79.11
CCHD-DBT2026.06		88.05	77.1	84.74	87.43	70.7	78.29	83.81	61.47	68.53	89.46	87.4	79.73
AlignScore2026.06		81.71	68.51	80.59	85.18	54.75	69.79	81.16	61.05	70.63	85.81	77.35	74.23
AlignScore2026.06		81.71	68.51	80.59	85.18	54.75	69.79	81.16	61.05	70.63	85.81	77.35	74.23
FactCG-FT52026.06		81.42	74.52	82.36	88.74	68.18	75.05	87.05	59.57	70.73	88.7	86.82	78.47
FactCG2026.06		78.44	74.46	83.98	80.07	69.87	80.53	83.45	63.42	58.54	89.12	86.63	77.14
FactCG-DBT2026.06		78.44	74.46	83.98	80.07	69.87	80.53	83.45	63.42	58.54	89.12	86.63	77.14
FactCC2026.06		78.3	69.2	82.46	86.74	69.9	77.77	86.41	61.28	65.15	87.47	86.1	77.34
MiniCheck2026.06		74.88	74.49	83.72	81.26	62.1	72.31	85.54	60.15	72.22	88.15	86.36	76.47
MiniCheck-DBT2026.06		74.88	74.49	83.72	81.26	62.1	72.31	85.54	60.15	72.22	88.15	86.36	76.47
MiniCheck-FT52026.06		72.64	71.22	76.2	89.49	65.97	74.16	81.88	63.39	71.99	89.06	84.28	76.39
SummaC-CV2026.06		66.41	48.56	69.7	77.87	50.98	70.77	68.36	57.53	65.21	79.16	56.92	64.68
SummaC-CV2026.06		66.41	48.56	69.7	77.87	50.98	70.77	68.36	57.53	65.21	79.16	56.92	64.68
SummaC-ZS2026.06		55.19	66.55	79.57	80.14	41.03	74.5	72.96	60.79	65.3	81.58	62.81	67.31
SummaC-ZS2026.06		55.19	66.55	79.57	80.14	41.03	74.5	72.96	60.79	65.3	81.58	62.81	67.31