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Multimodal Reward Modeling on VL-RewardBench

77.5Accuracy

MSRL + voting@16

14.039230.514646.9963.4654Feb 2, 2026Feb 12, 2026Feb 23, 2026Mar 6, 2026Mar 16, 2026Mar 27, 2026Apr 7, 2026
Updated 4d ago

Evaluation Results

MethodLinks
2026.03
77.5-76.579.376.8
2026.02
77.15----
2026.03
75.9-75.478.274.2
2026.03
75.2273.93---
2026.02
74.972.959.185.274.4
2026.03
73.872.3---
2026.03
73.4-54.678.986.7
2026.03
73.3872.38---
2026.04
73.0671.8471.2775.1769.09
2026.04
72.9868.8265.7579.8460.88
2026.02
72.89----
2026.03
72.2-77.972.766
2026.03
72.1771.18---
2026.03
71.9271.44---
2026.02
71.972587781
2026.04
71.4571.8277.3572.565.62
2026.03
71.4-63.885.764.8
2026.03
71.1-63.582.267.6
2026.03
70.9-60.276.576
2026.03
70.8-76.570.565.4
2026.03
69.7-62.480.566.3
2026.03
69.5369.18---
2026.04
67.262.550.872.564.2
2026.03
66.6-57.274.568.2
2026.03
66.5-68.170.760.8
2026.02
66.31----
2026.03
66.3166.53---
2026.04
66.3166.5368.0870.760.81
2026.04
66.1668.5580.1165.2960.25
2026.03
66.166.5---
2026.02
65.8----
2026.02
65.8----
2026.02
65.862.449.667.670.5
2026.03
65.862.4---
2026.03
65.870---
2026.04
65.862.449.167.670.5
2026.03
64.3-54.875.662.4
2026.04
62.7966.6176.2458.6164.98
2026.03
62.5-50.872.564.2
2026.03
62.4-49.167.670.5
2026.03
61.2-54.466.862.4
2026.03
60.5-56.665.459.4
2026.04
57.9862.1569.6152.4764.35
2026.04
57.655.347.859.658.4
2026.02
57.354.945.358.660.9
2026.03
56.253.9---
2026.04
56.253.942.657.361.7
2026.03
55.353.6---
2026.04
55.353.643.45562.3
2026.03
54.5-56.865.441.4
2026.02
53.250.940.954.357.4
2026.03
52.7-53.36836.8
2026.03
51.7-395264.2
2026.04
51.1652.7348.0746.7363.41
2026.03
51-4550.557.6
2026.04
5155.5460.2243.9362.46
2026.03
50.7-54.638.359.1
2026.02
50.249.741.448.659.3
2026.02
50.15----
2026.04
50.1551.0145.0450.4557.55
2026.02
44.844.833.141.359.9
2026.04
42.942.833.338.456.6
2026.02
42.444.239.255.837.5
2026.04
41.544.841.734.558.2
2026.04
41.24454.638.359.1
2026.03
40.144.1---
2026.02
39.5----
2026.03
39.543---
2026.04
39.54338.132.858
2026.04
31.9236.8634.2521.7654.57
2026.04
29.636.532.220.157.1
2026.04
28.333.931.619.151.1
2026.02
19.04----
2026.03
19.0417.64---
2026.02
16.48----
2026.03
16.4816.53---
2026.04
-75---
2026.04
-68.6---
2026.04
-70.5---
2026.04
-56.6---
2026.04
-66.7---
2026.04
-61.4---
2026.04
-64.7---
2026.04
-67.1---
2026.04
-59.6---
2026.04
-68.4---
2026.04
-61.9---
2026.04
-71.4---
2026.04
-51---
2026.04
-44---
2026.04
-69---
2026.04
-70---
2026.04
-82.2---
2026.04
-63.3---