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membench_leaderboard_submission

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train · 14 rows

Rank int64 1 14	Model Name stringlengths 6 18	Model Link float64	Model Type stringclasses 2 values	Certification stringclasses 1 value	Accessibility stringclasses 1 value	Sampled by stringclasses 1 value	Evaluated by stringclasses 1 value	Date stringdate 2026-05-28 00:00:00 2026-05-28 00:00:00	Total M-Score float64 24.1 69.3	Entity Score float64 11.4 58.7	Environment Score float64 25.8 83.2	Causal Score float64 28.1 85	Object Geometry float64 14.6 79.4	Object Texture float64 29 68.5	Human Identity float64 1.22 52.5	Human Appearance float64 0.94 66.6	Epipolar Geometry float64 9.73 83.9	Reprojection Consistency float64 2.88 68.2	Lighting Consistency float64 38.8 82.7	Style Consistency float64 20.3 98.2	State Progress float64 10 97.9	Physical Plausibility float64 26.4 95	Text Interaction float64 0 47	Action Interaction float64 0 86.4	Trigger Coverage int64 0 0	Memory Reliability int64 0 0
1	HY-WorldPlay	null	action-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	69.26	58.68	83.23	65.86	47.12	68.54	52.46	66.58	83.86	68.17	82.67	98.23	49.5	62.4	0	85.69	0	0
2	Infinite-World	null	action-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	62.19	41.88	73.76	70.92	35.7	61.88	23.08	46.85	74.04	61.51	62.63	96.87	48	78.4	0	86.37	0	0
3	Yume-1.5	null	action-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	60.73	42.23	54.92	85.03	60.96	49.99	17.41	40.57	51.86	24.55	51.21	92.05	97.9	95	0	62.2	0	0
4	Matrix-Game 3.0	null	action-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	55.75	48.16	63.02	56.08	44.15	58.22	42.38	47.91	61.99	32.86	62.06	95.17	37.5	48.8	0	81.93	0	0
5	Longlive	null	text-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	52.69	54.34	39.72	63.99	63.57	55.41	42.51	55.89	46.68	27.51	59.44	25.26	70.32	74.69	46.97	0	0	0
6	Skyreels V2	null	text-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	52.58	50.52	43.04	64.18	70.03	53.7	24.57	53.76	49.01	56.39	46.44	20.33	68.35	79.52	44.68	0	0	0
7	Memflow	null	text-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	51.19	52.22	41	60.37	61.72	56.06	39.48	51.6	57.95	20.89	55.06	30.08	62.75	72.04	46.31	0	0	0
8	Lingbot-World	null	action-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	50.84	30.71	38.9	82.91	33.2	44.54	11.57	33.53	22.12	7.57	40.06	85.87	96	89.4	0	63.32	0	0
9	Self Forcing	null	text-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	50.06	41.62	54.9	53.65	34.97	33.02	43.92	54.58	67.44	55.19	66.83	30.15	50.19	66.84	43.91	0	0	0
10	Longcat-Video	null	text-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	48.48	42.41	30.28	72.75	46.96	43.13	26.56	52.98	28.28	9.26	56.1	27.46	84.17	87.83	46.25	0	0	0
11	Helios	null	text-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	47.98	54.02	31.08	58.84	79.43	63.7	31.33	41.64	24.79	32.46	41.79	25.26	58.27	75.08	43.17	0	0	0
12	Causal Forcing	null	text-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	47.68	55.62	26.48	60.93	62.23	53.36	42.53	64.37	18.1	2.88	57.44	27.48	64.79	73.1	44.9	0	0	0
13	Cosmos-Predict 2.5	null	text-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	45.33	40.4	25.76	69.85	51.9	47.31	16.95	45.42	9.73	14.68	55.95	22.66	83.67	80.81	45.08	0	0	0
14	Matrix-Game 2.0	null	action-conditioned	MBench Paper	TBD	MBench Team	MBench Team	2026-05-28	24.05	11.44	32.61	28.09	14.62	28.99	1.22	0.94	14.78	3.08	38.79	73.78	10	26.4	0	47.86	0	0

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