VBVR-Pro: A Scalable and Verifiable Suite for Native Visual Reasoning

VBVR-Pro turns visual reasoning into a scalable, verifiable training and evaluation loop: 300 procedural tasks, aligned image/interleaved text-image/video solutions, and verifiable task-specific evaluation.

Paper
Data
Model
Bench
Leaderboard
Scorers

VBVR-Pro Leaderboard

Released aggregate results on the 100-task, 500-case VBVR-Pro Bench.

Modality
Type
# Model Type Modality Overall In-Domain Out-of-Domain
1
Image VBVR-Pro-Wan2.2-I2V-A14B
Pro Baseline Video 0.670 0.808 0.532
2
Image VBVR-Pro-SenseNova-U1
Pro Baseline Interleaved 0.638 0.811 0.464
3
Image SenseNova-U1.5-8B-MoT
Open Source Interleaved 0.683 0.676 0.689
4
Image SenseNova-U1-8B-MoT
Open Source Interleaved 0.565 0.533 0.597
5
Image Nano Banana Pro
Proprietary Interleaved 0.564 0.480 0.648
6
Image VBVR-Pro-Wan2.1-I2V-14B
Pro Baseline Video 0.562 0.730 0.395
7
Image Seedream-5.0-Pro
Proprietary Image 0.557 0.485 0.629
8
Image VBVR-Wan2.2
Open Source Video 0.517 0.548 0.486
9
Image GPT-Image-2
Proprietary Interleaved 0.507 0.428 0.587
10
Image Seedance 2.0
Proprietary Video 0.499 0.451 0.547
11
Image VBVR-Pro-Wan2.2-TI2V-5B
Pro Baseline Video 0.470 0.641 0.300
12
Image VBVR-Pro-LTX2.3
Pro Baseline Video 0.425 0.527 0.324
13
Image VBVR-SenseNova-U1
Open Source Interleaved 0.408 0.469 0.347
14
Image VBVR-Pro-FLUX.2
Pro Baseline Image 0.407 0.484 0.330
15
Image Kling VIDEO 3.0
Proprietary Video 0.392 0.356 0.427
16
Image VBVR-Pro-ThinkMorph
Pro Baseline Interleaved 0.373 0.402 0.344
17
Image VBVR-Pro-Qwen-Image-Edit
Pro Baseline Image 0.322 0.332 0.311
18
Image Qwen-Image-2.0
Proprietary Image 0.313 0.248 0.378
19
Image Veo 3.1
Proprietary Video 0.309 0.312 0.305
20
Image Wan2.2-I2V-A14B
Open Source Video 0.182 0.157 0.207
21
Image VBVR-Pro-BAGEL
Pro Baseline Image 0.172 0.168 0.176
22
Image FLUX.2-dev
Open Source Image 0.157 0.108 0.206
23
Image ThinkMorph-7B
Open Source Interleaved 0.154 0.113 0.195
24
Image Qwen-Image-Edit
Open Source Image 0.134 0.108 0.159
25
Image LTX-2.3-I2AV
Open Source Video 0.112 0.106 0.119
26
Image Wan2.1-I2V-14B-720P
Open Source Video 0.100 0.105 0.095
27
Image Wan2.2-TI2V-5B
Open Source Video 0.094 0.066 0.122
28
Image BAGEL-7B-MoT
Open Source Image 0.089 0.066 0.111
29
Image CogVideoX1.5-5B-I2V
Open Source Video 0.085 0.100 0.070
30
Image HunyuanVideo-I2V
Open Source Video 0.054 0.054 0.053
30 / 30 released model results
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