VBVR-Pro Leaderboard

Aggregate rankings on the 100-task, 500-case VBVR-Pro Bench. Every score is evaluated by verifiable reward scorers — no human or LLM judging.

Modality
Type
# Model Type Modality Overall In-Domain Out-of-Domain
1 Pro Baseline Video 0.670 0.808 0.532
2 Pro Baseline Interleaved 0.638 0.811 0.464
3 Open Source Interleaved 0.683 0.676 0.689
4 Open Source Interleaved 0.565 0.533 0.597
5
Nano Banana Pro
Proprietary Interleaved 0.564 0.480 0.648
6 Pro Baseline Video 0.562 0.730 0.395
7
Seedream-5.0-Pro
Proprietary Image 0.557 0.485 0.629
8
VBVR-Wan2.2
Open Source Video 0.517 0.548 0.486
9
GPT-Image-2
Proprietary Interleaved 0.507 0.428 0.587
10
Seedance 2.0
Proprietary Video 0.499 0.451 0.547
11 Pro Baseline Video 0.470 0.641 0.300
12 Pro Baseline Video 0.425 0.527 0.324
13
VBVR-SenseNova-U1
Open Source Interleaved 0.408 0.469 0.347
14 Pro Baseline Image 0.407 0.484 0.330
15
Kling VIDEO 3.0
Proprietary Video 0.392 0.356 0.427
16 Pro Baseline Interleaved 0.373 0.402 0.344
17 Pro Baseline Image 0.322 0.332 0.311
18
Qwen-Image-2.0
Proprietary Image 0.313 0.248 0.378
19
Veo 3.1
Proprietary Video 0.309 0.312 0.305
20
Wan2.2-I2V-A14B
Open Source Video 0.182 0.157 0.207
21 Pro Baseline Image 0.172 0.168 0.176
22
FLUX.2-dev
Open Source Image 0.157 0.108 0.206
23
ThinkMorph-7B
Open Source Interleaved 0.154 0.113 0.195
24
Qwen-Image-Edit
Open Source Image 0.134 0.108 0.159
25
LTX-2.3-I2AV
Open Source Video 0.112 0.106 0.119
26
Wan2.1-I2V-14B-720P
Open Source Video 0.100 0.105 0.095
27
Wan2.2-TI2V-5B
Open Source Video 0.094 0.066 0.122
28
BAGEL-7B-MoT
Open Source Image 0.089 0.066 0.111
29
CogVideoX1.5-5B-I2V
Open Source Video 0.085 0.100 0.070
30
HunyuanVideo-I2V
Open Source Video 0.054 0.054 0.053
30 / 30 released model results