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Factual Knowledge Recall on ECLeKTic 1.0 (test)

83.9Recall (EN)

L_e ∈ Choose − ReasonAboutOrigin (x13)

Updated 1mo ago

Evaluation Results

Method	Links
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 ∈ L 2026.06		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 ∈ Lpred 2026.06		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 Aware 2026.06		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 − ReasonAboutOrigin 2026.06		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 − Unlimited 2026.06		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 Aware 2026.06		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 + EN 2026.06		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 + EN 2026.06		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_source 2026.06		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 Aware 2026.06		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 Aware 2026.06		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_q 2026.06		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 Vote 2026.06		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 Language 2026.06		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 → EN 2026.06		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