Factual Knowledge Recall on ECLeKTic 1.0 (test)

83.9Recall (EN)L_e ∈ Choose − ReasonAboutOrigin (x13)

Evaluation Results

Method
L_e ∈ Choose − ReasonAboutOrigin (x13)2026.06	83.9	82.6	82.8	84.9	82.6	82.8	83.9	77.6	84.1	78.4	78.1	78.9	81.7	81.7
L_e ∈ L2026.06	78.6	80.5	80.2	80.5	80.2	82.3	79.7	75.3	80.2	80.2	76	77.3	79.3	79.3
L_e → L_q (x13)2026.06	75	76.8	76.3	75.5	76.8	77.6	74.7	62.8	73.7	63.8	62.2	63.5	71.6	71.6
L_e ∈ Lpred2026.06	64.3	66.7	68.5	66.9	65.6	67.4	66.4	59.9	67.2	62.8	57.8	60.4	64.5	64.5
L_e ∈ Choose − ReasonAboutOrigin (x13) - Minority Aware2026.06	57.8	62.8	57.8	61.7	61.2	62	63.3	55.5	62.5	54.7	57.3	55.2	59.3	59.3
L_e → Choose − ReasonAboutOrigin2026.06	56.2	54.4	56	57	55.5	54.2	54.4	48.7	55.5	50.3	45.8	49.7	53.1	53.1
L_e → Choose − Unlimited2026.06	54.2	54.4	50.5	53.9	48.7	53.4	51	43.8	49.7	47.1	43.8	45.6	49.7	49.7
L_e → L_q (x13) - Minority Aware2026.06	53.9	55.2	53.1	55.7	53.4	52.9	54.4	40.9	53.9	45.6	45.1	43.2	50.6	50.6
L_e → Choose − Unlimited + L_q + EN2026.06	53.6	55.7	49.5	54.2	53.9	53.1	54.7	45.3	50	45.1	40.6	45.6	50.1	50.1
L_e → Choose − Unlimited + EN2026.06	53.1	53.6	51.3	52.1	50.3	54.4	55.7	46.1	50.5	44.5	45.3	47.4	50.4	50.4
L_e → L_source2026.06	52.9	49.2	50.8	54.7	51.6	54.4	52.9	47.4	50	54.9	44.8	48.2	51	51
L_e ∈ Lpred - Minority Aware2026.06	52.6	57.8	59.1	58.1	57.8	58.3	56	50	59.6	51	48.7	48.2	54.8	54.8
L_e ∈ L - Minority Aware2026.06	50.8	56	54.9	56.8	57.6	60.4	53.6	48.4	56.8	53.6	48.2	50.8	54	54
L_e → L_q2026.06	49.2	50	46.4	44	43	50.3	48.7	38.8	48.7	39.3	34.4	42.7	44.6	44.6
L_e ∈ L - Majority Vote2026.06	49.2	56	54.2	56.2	56.2	57.8	57	48.7	56	48.2	48.7	52.6	53.4	53.4
Native Query Language2026.06	44.5	41.4	42.7	39.6	41.1	47.4	40.6	29.7	36.7	35.4	29.9	32	38.4	38.4
L_e → EN2026.06	44.5	48.7	50.8	50	48.2	51.8	49	46.4	49.5	42.7	42.4	47.7	47.6	47.6