Binary classification on HNC (test) benchmark leaderboard · SOTA2 Research

Binary classification on HNC (test)

80.2Attribute AccuracyBLIP

Evaluation Results

Method	Links
BLIP2026.05		80.2	—	77	64.7	70.3	72	55	73.5	67	77.5	58.5	73	65	69
ViLBERT2026.05		78.2	—	75	62.8	66.4	73	58.5	76	59	73.5	57	65.5	59	66.4
UNITER2026.05		77.7	—	75	63.2	67.8	68.5	54.5	73	63.5	71	59.5	65	68	67.1
VisualBERT2026.05		77.7	—	79	65.7	67	66	62	75	61.5	74	58.5	68	66.5	67.9
LXMERT2026.05		76.2	—	74.5	64.7	67	71.5	54.5	65.5	64	70	56.5	67	64.5	66.2
VL-BERT2026.05		75.7	—	72	63.8	67.5	65	62.5	72	66	74.5	57.5	67	70.5	67.3
UNITER2026.05		67.4	—	61.5	55.2	61.4	59.1	56.6	61.3	56.8	54.4	51.1	55.6	58.3	58.2
VisualBERT2026.05		65.7	—	60.4	56.1	61	62.7	58.2	57.6	56.5	56.6	52.7	57.3	57.9	58.6
VL-BERT2026.05		64.4	—	59.2	55.2	59.4	63	60.9	54.2	58.3	55.4	52.8	54.9	58.7	58
LXMERT2026.05		59.7	—	55.6	54.7	57.8	55.3	55.6	49.8	54.8	54.4	51	51	60.2	55
ViLBERT2026.05		57.5	—	54.3	55	55.4	55.9	57.2	52.1	56.3	52.2	52.7	51.7	57.6	54.1
BLIP2026.05		55	—	57	56	56.3	54	49.5	51.5	49.5	55	54.5	43.5	49.5	53.5
LXMERT2026.05		54.5	—	49	53.8	56.1	51	51	49.5	49.5	48.5	50	48.5	49.5	50.9
ViLBERT2026.05		52.5	—	54	54.7	54.4	49.5	48.5	50.5	51	51.5	52	51	49.5	51.6
VL-BERT2026.05		52	—	51.5	53.5	54.1	50	50.5	49.5	50	50.5	52.5	50.5	50.5	51.3
VisualBERT2026.05		51	—	49.5	52.2	52.8	48	51	50	48.5	51	52	50	50.5	50.5
UNITER2026.05		50.5	—	51.5	53.8	52.8	50	51	50	49.5	50.5	52.5	49	49	50.8
LXMERT2026.05		45.5	—	50.5	47.7	48.6	49	49	48.5	51	50	51	49	51.5	49
VisualBERT2026.05		45	—	47.5	47.3	47	49	48.5	49	48.5	50	48.5	52.5	51.5	48.3
ViLBERT2026.05		44.1	—	47.5	46.2	47	51	50	49	49.5	48.5	52.5	50	51	48.3
UNITER2026.05		42.6	—	47	45.8	46.2	46.5	49.5	50.5	50	49.5	49.5	51	51	47.7
VL-BERT2026.05		41.1	—	47.5	47	46.2	51.5	49	50	49.5	49	51.5	51.5	50	48.1