Preference Prediction on VLRM-Bench benchmark leaderboard · SOTA2 Research

Preference Prediction on VLRM-Bench

80.25Preference Prediction Score (k=99)PRISM

Evaluation Results

Method	Links
PRISM2026.06		80.25	80.82	80.11	80.04	78.64	77.16	64.09	78.78
PRISM2026.06		79.24	79.86	79.17	79.1	77.71	76.25	63.33	77.78
PRISM2026.06		78.36	79.9	79.48	79.48	—	76.11	63.81	77.86
PRISM2026.06		77.43	78.96	78.54	78.54	76.94	75.21	63.06	76.88
PRISM2026.06		77.37	77.09	76.18	75.61	69.5	67.25	52.21	77.09
PRISM2026.06		76.46	76.18	75.28	74.72	68.68	66.46	51.6	76.18
UnifiedReward2026.06		68.02	59.03	48.91	22.55	19.53	20.81	21.43	67.81
UnifiedReward2026.06		67.22	58.33	48.33	22.77	19.86	21.11	21.66	67.01
VideoReward2026.06		65.35	64.58	53.83	52.91	53.26	53.34	54.53	69.29
VideoReward2026.06		64.58	63.82	53.12	52.22	52.56	52.71	53.89	68.47
VideoScore22026.06		56.43	51.23	33.38	16.51	19.82	20.03	18.55	56.78
VideoScore22026.06		53.47	49.44	28.89	9.58	8.54	11.04	12.01	55.21