Metaphorical Video Understanding on MetaphorVU-Bench benchmark leaderboard · SOTA2 Research

Metaphorical Video Understanding on MetaphorVU-Bench

87.8Body Language ScoreHuman*

Evaluation Results

Method	Links
Human*2026.05		87.8	87.5	89.1	83.8	72	81.5	78.1	78	83.4
MetaphorBoost2026.05		71.5	76.3	77.5	66.9	57.2	59.1	57.3	50.8	66.1
Gemini-3-Pro2026.05		71.2	74	75.1	66.9	49.4	58.9	51.1	48.1	63.8
GPT-52026.05		69.9	76.3	77.4	66.6	45	55.4	54.9	46.1	63.7
Qwen3-VL-Plus2026.05		66.8	72.5	74.8	65.5	51.5	54.2	50.4	43.7	61.4
Gemini-2.5-Pro2026.05		65.5	71.3	74.3	64.4	53.5	55.7	52.1	46.9	61.8
Qwen3-VL-235B-A22B-Thinking2026.05		65.4	70.4	71.9	58.1	43.2	54.6	46.1	38.1	58.6
GPT-4o2026.05		63.4	70.5	70.3	62.6	39.1	48.2	45.7	37.9	56.8
GLM-4.5V2026.05		62.7	67.9	71.9	62.1	37.6	50.1	46.1	38.4	56.8
MetaphorBoost2026.05		61.8	71	71.8	61.3	36.7	47.1	45.7	31.5	55.9
ViTCoT2026.05		58.8	47.7	59.2	48.7	26.1	45.1	34	32.1	46.2
Doubao-1.5-Vision-Pro2026.05		58.2	64.1	65.5	58.9	27.8	42.5	39.8	26.6	50.5
Prompt Engineering2026.05		57.8	66.3	67.9	59.2	36.1	42.7	41.6	32.6	52.4
Few-shot Example2026.05		57.6	69.4	69.2	58.7	33.5	44.9	43.5	32.6	53.6
Qwen3-VL-8B-Thinking2026.05		56	66.1	68.8	60.8	33.2	45	39.3	29.2	52
LTR2026.05		54.1	44.7	56.2	47.4	27.8	44.6	31.9	36.1	44.5
ReAd-R2026.05		42.1	54.1	48.9	46.3	15.7	26.4	26.2	17.6	36.8
MetaphorBoost2026.05		40.7	55.7	51.2	49	12.5	26.1	31.4	19.2	37.9
Vision-R12026.05		39.3	45.1	42	42.4	19.4	23.2	25	18.6	33.1
VideoRFT2026.05		38.9	52.8	48.4	46	13.5	24.8	27.2	16.6	35.6
Qwen2.5-VL-7B-Instruct2026.05		36	49.9	46.1	42.1	12.4	23.5	28.6	16.1	33.8
LLaVA-onevision-1.5-8B-Instruct2026.05		35.7	47.2	47.3	45	13.8	21.3	27	21.2	38.1