Scalable Visual Pretraining for Language Intelligence

Benchmark Model Rank Results
mathematical-reasoning-on-aime-2025Qwen3.5-35B-A3B + VP–Accuracy: 90.21
multimodal-reasoning-on-mathvistaQwen3.5-35B-A3B + VP–Accuracy: 86.70
multimodal-reasoning-on-mmmu-proQwen3.5-35B-A3B + VP–Accuracy: 73.87
multiple-choice-question-answering-mcqa-on-gpqa-diamondQwen3.5-35B-A3B + VP–Accuracy: 79.29
question-answering-on-humanity-s-last-exam-hleQwen3.5-35B-A3B + VP–Accuracy: 16.67