Video Reasoning on RULER-Bench benchmark leaderboard · SOTA2 Research

Video Reasoning on RULER-Bench

68.2Average ScoreVBVR (Wan2.2-5B-Distilled)

Updated 2mo ago

Evaluation Results

Method	Links
VBVR (Wan2.2-5B-Distilled)2026.06		68.2	78.6	79.8	75.3	85.6	72.8	93.8	91	63.7	85.9	79.2	83.4	57.4	70.2	53	59.6	49.5	66.9	76.6	81.5	86.7	65	66.1	61.3	64.8	46.9	54	51.3	51.6	56	69.1
Veo 3.1 + PE2026.06		66.2	78.5	82.4	75.1	85.5	90	94.2	93.4	59.5	86.6	74.5	81.2	64.4	61.3	68.1	83.7	75.4	81.9	83.8	79.7	86.6	38.4	62.5	26.4	36.9	28.1	50.8	46.4	47.5	51.3	57.9
Veo 3.12026.06		65	80	78.1	74.9	82.8	80.8	90.9	90.9	69.2	81.1	79.1	83.3	57.3	61.5	63.4	74.5	74.1	81.3	76.5	81.4	87.3	42.2	63.9	20.1	32.5	37.5	46.9	47.9	47.5	51.3	55.3
Sora 2 + PE2026.06		62.9	69.4	79.7	75.2	87.9	89.7	93.7	85.7	55.6	81.6	82.3	76.4	51.1	72.9	80.6	73.5	73	84.3	75.1	82.1	79	35.6	38.2	38.2	28.8	42.5	40.3	31.3	46.9	32.5	53.7
Sora 22026.06		59.8	71.6	73.5	77.8	80.1	84.4	89.8	88.9	63.6	85.8	76.4	84.1	52.9	70.1	64.6	65.9	62.7	73.3	72.1	70.4	80.1	32.8	22.9	34	30	41.9	39.6	38	43.8	31.3	41.8
Wan2.2-5B + VideoTPO2026.06		50.6	49.4	62	48.6	61.7	73	86.6	64.9	36.2	53.3	53.5	49.9	50.5	44.2	53.5	59.8	50.6	67.1	60.5	71.4	61.3	29.1	34.4	41.4	43.8	34.3	38.9	38.1	33.4	39.6	54.7
Wan2.2-5B-Distilled + VideoTPO2026.06		50.3	48.5	61.5	47.9	61.2	72.4	85.9	64.3	35.8	52.4	52.8	49.3	49.8	43.9	52.6	59.4	50.1	66.6	60.1	71	60.8	29.1	34.7	41.7	43.9	34.6	39.3	38.4	33.8	39.8	55.3
Wan2.2-5B + Pass@52026.06		49.6	51.1	59.5	50.4	58.7	66	83.3	60.6	41.7	51.6	53.7	54.2	48.5	44.3	45.7	53.3	42.6	58.7	54.4	68.9	63.2	32.5	36.2	37.7	45.9	40.5	40.2	44.5	35.2	41.2	50.2
Wan2.2-14B2026.06		49.4	50.7	59.7	51.7	59.4	68	85.7	61	40.1	51.6	54.2	52.4	48.9	43.3	47.8	55.6	44.9	61.7	57.8	70.5	64	28.4	33.3	38.9	44.4	36.9	37.5	41.7	32.5	38.1	50.2
Wan2.2-5B-Distilled + Pass@52026.06		49.1	49.9	58.8	49.4	58	65.3	82.4	59.9	41.1	50.5	52.8	53.4	47.6	43.8	44.7	52.8	42	58.1	53.9	68.3	62.5	32.1	36.2	37.8	45.6	40.4	40.3	44.4	35.3	41	50.6
Wan2.2-5B + PE2026.06		48.6	48.1	60	47.4	59.5	70.2	84.5	62.6	34.2	51.2	51.7	48.7	48.5	42.7	50.4	57	47.2	63.7	57.7	69.2	60.2	27.7	32.7	39.2	42.2	33.2	37.2	36.9	31.7	37.7	52.2
Wan2.2-5B-Distilled + PE2026.06		48.3	47.2	59.5	46.7	59	69.6	83.8	62	33.8	50.3	51	48.1	47.8	42.4	49.5	56.6	46.7	63.2	57.3	68.8	59.7	27.7	33	39.5	42.3	33.5	37.6	37.2	32.1	37.9	52.8
Wan2.2-5B2026.06		46.7	48.6	57.5	47.9	56.5	65.2	81.7	59.1	37.7	49.2	50.7	50.2	46	41.5	44.9	52.5	42.2	58.2	53.7	66.7	60.7	26.7	31.2	35.7	40.7	34.7	35.2	38.7	30.2	35.7	48.2
Wan2.2-5B-Distilled2026.06		46.4	47.7	57	47.2	56	64.6	81	58.5	37.3	48.3	50	49.6	45.3	41.2	44	52.1	41.7	57.7	53.3	66.3	60.2	26.7	31.5	36	40.8	35	35.6	39	30.6	35.9	48.8