Binary Classification on VALSE zero-shot benchmark leaderboard · SOTA2 Research

Binary Classification on VALSE zero-shot

66.9ExistenceUNITER

Evaluation Results

Method	Links
UNITER2026.05		66.9	50.7	57.5	53.6	52.6	50.7	55.9	52.8	50.1	50.4	54.1	53.9
UNITER2026.05		63.5	51.3	53.2	54.2	51	50.3	54.4	52	49.8	50.1	51.2	52.8
VisualBERT2026.05		63.1	52.8	58.8	50.2	53.2	51.4	57.6	54.3	49.9	48.9	54.8	54.4
LXMERT2026.05		60.3	50.3	55.9	50.2	52.6	51.6	57.4	55.1	48.9	48.6	52.4	53
ViLBERT2026.05		59.8	51.4	58.6	53.2	52.4	50.9	58	52.9	47.2	48.2	51.8	53
VL-BERT2026.05		59.2	51.3	58.1	52.7	53.3	50.1	56.3	52.3	50.2	51.1	53.6	53.5
VisualBERT2026.05		58.9	51.8	53.2	50.4	50.3	50.4	58.3	51	49.7	49.8	51.5	52.3
VL-BERT2026.05		58.6	51.6	52.5	53.3	51.5	50.7	53.8	49.7	49.9	49.4	50	51.9
BLIP2026.05		57.77	55.6	63.05	57.76	58.02	54.07	57.41	58.41	50.11	53.55	59.2	57.13
LXMERT2026.05		52.2	50.2	50.4	54	50.5	50.5	55.4	53.2	49.8	49.5	50.1	51.4
ViLBERT2026.05		52.1	51.4	51.1	54.6	49.9	50.9	55.8	51.6	50	50	50.4	51.6
LXMERT2026.05		52.1	50.1	49.1	50.7	50.4	49.9	53.2	52.1	50.1	50	77.5	50.8
BLIP2026.05		52.06	57.95	53.3	55.96	53.46	54.97	52.47	61.94	50.66	50.35	72.1	57.16
ViLBERT2026.05		49.8	50.4	49.3	52.5	49.6	49.8	54.6	53	50.1	50	77	50.9
UNITER2026.05		49.8	50.1	49.7	50.7	50	50	51	51	50.1	50	77.1	50.2
VL-BERT2026.05		49.7	50.4	49.4	50	49.8	50.2	50.4	50.5	49.9	50	78.1	50
VisualBERT2026.05		49.3	50.3	50	50.7	49.7	50	51.5	50.3	49.9	50	79	50.2
ViLBERT2026.05		47.8	50	49.4	49.5	49.8	49.8	48.1	47	49.9	50	46	48.8
LXMERT2026.05		47.3	49.9	49.5	49.6	49.9	50	49	48.1	50	50	45.8	48.9
VL-BERT2026.05		47.1	49.6	49.5	49.5	49.7	49.9	48.3	47.4	50	50	44.2	48.5
VisualBERT2026.05		46.9	49.5	49.6	48.9	49.6	49.8	47.9	47.8	50	50	43.7	48.4
UNITER2026.05		46.2	50	49.4	49.1	49.9	50	47.9	47.5	49.9	50	43.8	48.4