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Long Video Generation on VBenchLong 30-second

97.23Dynamic Degree

Causal Forcing + Deep Forcing

Updated 5d ago

Evaluation Results

Method
Causal Forcing + Deep Forcing 2026.05	97.23	-	-	-	-	68.85	94.64	94.65	96.75	58.49	23.87
Causal Forcing + Native 2026.05	97.14	-	-	-	-	69.07	94.74	94.7	96.8	58.71	23.85
Causal Forcing + Future Forcing 2026.05	88.16	-	-	-	-	69.07	96.11	95.45	97.47	59.31	24.51
Reward Forcing + Native 2026.05	70.28	-	-	-	-	70.29	97.02	96.06	98.34	57.04	23.94
Reward Forcing + Future Forcing 2026.05	69.77	-	-	-	-	70.35	97.11	95.96	98.57	57.68	23.61
Self Forcing + Future Forcing 2026.05	63.08	-	-	-	-	70.22	97.22	96.18	98.48	57.93	23.6
Self Forcing + Deep Forcing 2026.05	59.34	-	-	-	-	69.05	96.39	95.75	98.36	57.67	23.91
Reward Forcing + Deep Forcing 2026.05	57.62	-	-	-	-	68.11	96.81	96.03	98.35	56.8	23.75
StreamingLLM 2026.05	54.5	21.86	1.23	2.8	80.06	67.9	96.93	96.16	98.1	59.67	-
FORCING-KV 2026.05	52.23	26.65	1.5	2.7	80.07	68.67	97	96.08	98.08	60.16	-
Dummy Forcing 2026.05	50.47	22.11	1.24	3.4	79.78	68.83	96.62	96.03	98.03	59.97	-
Full KV 2026.05	46.86	17.76	1	3.4	79.72	67.63	97.2	96.38	98.14	61.14	-
Dummy Forcing 2026.05	46.55	27.75	1.56	3.5	79.95	69.05	97.2	96.38	98.14	61.13	-
Self Forcing + Native 2026.05	45.27	-	-	-	-	68.92	96.01	95.2	98.16	55.43	23.09
FORCING-KV 2026.05	43.65	26.77	1.27	2.4	80.65	70.29	98	96.81	98.66	61.98	-
Full KV 2026.05	42.54	21.1	1	2.4	80.38	68.91	97.99	96.93	98.8	61.67	-
StreamingLLM 2026.05	40.93	22.34	1.06	2.4	80.38	69.35	96.06	96.98	98.78	61.92	-
Rolling Forcing + Deep Forcing 2026.05	35.97	-	-	-	-	70.29	97.87	96.54	98.78	57.68	23.84
Rolling Forcing + Native 2026.05	34.2	-	-	-	-	70.89	97.91	96.56	98.59	57.15	23.25
Dummy Forcing 2026.05	33.9	26.21	1.24	2.3	79.61	70.65	97.64	96.64	98.54	61.73	-
Rolling Forcing + Future Forcing 2026.05	32.42	-	-	-	-	71.48	98.15	96.72	98.81	58.04	24.01
Dummy Forcing 2026.05	26.56	27.45	1.3	3	79.37	70.73	98.07	96.99	98.82	62.06	-