Intuitive Physics Understanding on LikePhys 1.0 (test)

100PPE: Ball CollisionGEOPHYS

Evaluation results

Method
GEOPHYS2026.06	100	45	100	89	100	92	—	93	—	61	—	60	78.6	81	60	62
GEOPHYS2026.06	100	38	100	87	100	92	—	97	—	84	—	43	80.8	81	83	65
GEOPHYS Ensemble (Majority)2026.06	100	77	100	96	100	95	—	99	—	86	—	78	90.9	96	93	83
GEOPHYS Ensemble (OR)2026.06	100	88	100	99	100	100	—	100	—	100	—	92	98.3	100	97	97
GEOPHYS2026.06	92	68	72	81	97	75	—	92	—	66	—	57	78.3	76	93	72
GEOPHYS2026.06	90	82	100	90	100	88	—	19	—	59	—	62	77.6	61	94	87
Lin. probe2026.06	85	38	85	61	85	75	—	75	—	45	—	45	62.4	65	45	45
GEOPHYS2026.06	80	83	100	86	100	78	—	89	—	55	—	65	78.2	94	51	57
Hunyuan2026.06	67	52	75	78	50	64	—	62	—	32	—	56	56.4	23	60	62
AnimateDiff2025.10	63.3	60	65	51.7	61.1	52.9	78.6	62	63.3	44	71.7	56	60.8	—	—	—
AnimateDiff SDXL2025.10	63.3	66.7	38.3	70	68.9	47.1	82.9	54	60	46	43.3	32	56	—	—	—
LTX Vid.2026.06	63	42	65	32	81	53	—	68	—	60	—	52	55.3	51	72	25
CogVideoX1.5–5B2025.10	61.7	50	51.7	31.7	25.6	52.9	22.9	54	21.7	68	23.3	62	43.8	—	—	—
Mochi2026.06	60	50	68	35	16	71	—	62	—	56	—	60	48.1	17	40	42
CogVidX-2B2026.06	60	62	40	37	17	64	—	64	—	60	—	68	51.8	19	50	82
Wan2.1-14B2026.06	58	43	38	87	57	37	—	44	—	36	—	40	56.2	66	85	83
CogVidX-5B2026.06	57	58	38	35	17	61	—	64	—	60	—	70	50.2	19	47	77
Wan2.1-1B2026.06	57	47	33	80	60	34	—	40	—	22	—	40	52	67	67	77
ZeroScope2025.10	53.3	55	46.7	58.3	73.3	38.6	84.3	46	61.7	40	40	42	53.3	—	—	—
ModelScope2025.10	51.7	53.3	46.7	66.7	78.9	40	84.3	40	61.7	40	33.3	38	52.9	—	—	—
ModelScope2026.06	48	47	53	33	21	60	—	60	—	60	—	62	47.1	16	38	67
ZeroScope2026.06	47	45	53	42	27	61	—	54	—	60	—	58	46.7	16	38	60
CogVideoX–5B2025.10	43.3	41.7	61.7	65	83.3	38.6	81.4	36	53.3	40	23.3	30	49.8	—	—	—
Wan2.1-T2V-1.3B2025.10	43.3	53.3	66.7	20	40	65.7	32.9	60	33.3	78	23.3	60	48	—	—	—
Wan2.1-T2V-14B2025.10	41.7	56.7	61.7	13.3	43.3	62.9	34.3	56	15	64	16.7	60	43.8	—	—	—
Mochi2025.10	40	50	31.7	65	84.4	28.6	82.9	38	60	44	58.3	40	51.9	—	—	—
CogVideoX-2B2025.10	40	38.3	60	63.3	83.3	35.7	81.4	36	50	40	18.3	32	48.2	—	—	—
CogVidX1.52026.06	38	50	48	68	74	47	—	46	—	32	—	38	56.2	77	78	77
AnimDiff2026.06	37	40	35	48	39	47	—	38	—	56	—	44	39.2	21	37	28
AnimSDXL2026.06	37	33	62	30	31	53	—	46	—	54	—	68	44	17	40	57
LTX v0.9.52025.10	36.7	58.3	35	68.3	18.9	47.1	48.6	32	28.3	40	75	48	44.7	—	—	—
Hunyuan T2V2025.10	33.3	51.7	25	21.7	50	35.7	77.1	38	40	68	38.3	44	43.6	—	—	—