Video Retrieval on UVRB (test) benchmark leaderboard · SOTA2 Research

Video Retrieval on UVRB (test)

58.7AVG ScoreEmbed-RL-2B

Evaluation Results

Method	Links
Embed-RL-2B2026.02		58.7	61.1	20.1	70.3	59.1	54.6	86.9	87.2	43	40.6
Embed-RL-4B2026.02		58.5	62	18.4	70.3	60.7	55.6	86.1	87.9	46	40.6
GVE2026.04		57.3	65.7	31.2	65.7	58.7	57	81.4	82.1	46.9	41.9
GVE-3B2026.02		57.1	61.9	30.4	64.7	55.2	54.1	76.4	81.6	43	37.7
GME-7B2026.02		56.2	60.4	34.1	61.5	51.8	50.7	78.8	74.9	37.3	39.8
Unite-7B2026.02		55.9	60.9	25.4	66.6	54.1	53.9	74.6	77.9	41.2	42.5
RIME2026.04		55.6	60.8	22	67.5	56.2	54	81.6	79.9	43.6	41.3
UME-R12026.04		54.6	59.1	15.9	66.4	55.5	53.9	82.5	82.5	42.7	41.8
UniME-7B2026.02		54.2	56.1	30.8	70.2	50	51.8	66.4	78.5	39.6	37.3
VLM2Vec-V22026.02		53.8	58.7	26.3	61.3	49.8	50.2	76.2	80.9	34.8	34.8
B3-7B2026.02		53.8	57	27	67.8	48.2	50.5	72.2	79.7	36.4	35.5
Unite2026.04		53.8	60.9	25.4	66.6	54.1	53.9	74.6	77.9	41.2	42.5
GME2026.04		53	60.4	34.1	61.5	51.8	50.7	78.8	74.9	37.3	39.8
UniME2026.04		52.1	56.1	30.8	70.2	50	51.8	66.4	78.5	39.6	37.3
B32026.04		51.1	57	27	67.8	48.2	50.5	72.2	79.7	36.4	35.5
VideoCLIP-XL2026.02		51	55	22.7	63.2	55.8	49.3	60	78.7	38.1	31
LanguageBind2026.02		50.8	54.3	23.1	64.5	53.9	47.9	61	72.3	37.8	33.6
VLM2Vec-V22026.04		50.8	58.7	26.3	61.3	49.8	50.2	76.2	80.9	34.8	34.8
Unite-2B2026.02		50.7	53.6	24.2	65.4	45.5	47.1	68.1	72.5	34.7	34.1
BGE-VL2026.02		48	49.7	26.8	62.2	44.8	40.6	63.6	66.4	29.2	26.1
Unite2026.04		48	53.6	24.2	65.4	45.5	47.1	68.1	72.5	34.7	34.1
InternVideo2-6B2026.02		44.5	44.8	22	66	50.4	41.7	42.3	63.1	40	22
BGE-VL2026.04		44.3	49.7	26.8	62.2	44.8	40.6	63.6	66.4	29.2	26.1
InternVideo2-1B2026.02		42	42.2	24.8	58.1	48	40.3	38.3	60.6	41.3	18.9
CLIP4Clip2026.02		41.6	40.1	17.8	71.4	38	36	46.3	55.9	28.5	23.6
GME-2B2026.02		41.6	53.9	34.5	59.7	46.1	47.1	68.5	71.6	34.9	34.7
ViCLIP2026.02		37.5	33.6	26.3	64	38	31.5	31.3	48.4	28.9	17.1
ViCLIP2026.04		35.2	33.6	26.3	64	38	31.5	31.3	48.4	28.9	17.1