SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture

Benchmark Model Rank Results
text-to-image-generation-on-tiif-bench-miniSenseNova-U1-8B-MoT#1Accuracy: 89.74
image-editing-on-risebenchSenseNova-U1-SFT (8BA3B, w/ CoT)#2RISEBench Overall Accuracy: 30.0
text-to-image-generation-on-cvtg-2kSenseNova-U1-8B-MoT#2Word Accuracy: 0.940NED: 0.972
image-generation-on-wiseSenseNova-U1-A3B-MoT (w/ CoT)#3Overall: 0.81
text-to-image-generation-on-oneig-zhSenseNova-U1-A3B-MoT#3OneIG Overall Score: 0.540
visual-question-answering-vqa-on-mmbench-enSenseNova-U1-A3B-MoT#3Accuracy: 91.59
optical-character-recognition-ocr-on-ocrbenchSenseNova-U1-A3B-MoT#4Score: 919
instruction-following-on-ifbenchSenseNova-U1-A3B-MoT#5Accuracy: 79.79
text-to-image-generation-on-longtext-benchSenseNova-U1-8B-MoT#5Accuracy: 97.9
text-to-image-generation-on-longtext-bench-zhSenseNova-U1-8B-MoT#7Accuracy: 96.2
text-to-image-generation-on-longtext-bench-zhSenseNova-U1 (8BA3B)#8Accuracy: 95.5
text-to-image-generation-on-oneig-enSenseNova-U1-8B-MoT#7OneIG Overall Score: 0.549
agents-on-claw-evalSenseNova-U1-A3B-MoT#8Accuracy: 58.50
vision-language-understanding-on-mmstarSenseNova-U1-A3B-MoT#8Accuracy: 80.92
multimodal-reasoning-on-babyvisionSenseNova-U1-A3B-MoT#9Accuracy: 31.70
multimodal-reasoning-on-mmmuSenseNova-U1-A3B-MoT#10Accuracy: 80.55
multiple-choice-question-answering-mcqa-on-supergpqaSenseNova-U1-A3B-MoT#10Accuracy: 59.71
multimodal-reasoning-on-mathvisionSenseNova-U1-A3B-MoT#11Accuracy: 79.63
text-to-image-generation-on-dpg-benchSenseNova-U1 (8BA3B)#12DPG-Bench Score: 88.14
image-editing-on-imgedit-dataSenseNova-U1-A3B-MoT#13Overall: 3.91
multimodal-reasoning-on-mathvistaSenseNova-U1-A3B-MoT#15Accuracy: 85.30
image-editing-on-gedit-bench-enSenseNova-U1-8B-MoT#17Overall: 7.47
multi-task-language-understanding-on-mmlu-reduxSenseNova-U1-A3B-MoT#17Accuracy: 89.44
multimodal-reasoning-on-mmmu-proSenseNova-U1-A3B-MoT#17Accuracy: 72.83
agents-on-benchSenseNova-U1-A3B-MoT#18Accuracy: 75.39
text-to-image-generation-on-genevalSenseNova-U1-A3B-MoT#18Overall: 0.91
multi-task-language-understanding-on-c-evalSenseNova-U1-A3B-MoT#20Accuracy: 85.89
multi-task-language-understanding-on-mmlu-proSenseNova-U1-A3B-MoT#23Accuracy: 84.04