| multimodal-reasoning-on-visulogic | LongCat-Next (A3B, 68.5B) | #2 | Accuracy: 29.4 |
| chart-question-answering-on-charxiv-dq | LongCat-Next (A3B, 68.5B) | #3 | Accuracy: 89.9 |
| audio-classification-on-vocalsound | LongCat-Next (A3B, 68.5B) | #4 | Accuracy: 85.91 |
| multimodal-reasoning-on-babyvision | LongCat-Next (A3B, 68.5B) | #11 | Accuracy: 14.4 |
| text-to-image-generation-on-longtext-bench-zh | LongCat-Next (A3B, 68.5B) | #13 | Accuracy: 89.08 |
| chart-question-answering-on-charxiv-rq | LongCat-Next (A3B, 68.5B) | #16 | Accuracy: 60.1 |
| multimodal-reasoning-on-mathvision | LongCat-Next (A3B, 68.5B) | #19 | Accuracy: 64.7 |
| multimodal-reasoning-on-mathvista | LongCat-Next (A3B, 68.5B) | #19 | Accuracy: 83.1 |
| chart-question-answering-on-chartqa | LongCat-Next (A3B, 68.5B) | #21 | 1:1 Accuracy: 88.0 |
| object-counting-on-countbench | LongCat-Next (A3B, 68.5B) | #23 | Accuracy: 82.1 |
| image-generation-on-wise | LongCat-Next (A3B, 68.5B) | #25 | Overall: 0.57 |
| optical-character-recognition-ocr-on-ocrbench | LongCat-Next (A3B, 68.5B) | #25 | Score: 865.0 |
| multimodal-reasoning-on-mmmu-pro | LongCat-Next (A3B, 68.5B) | #29 | Accuracy: 60.3 |
| multimodal-reasoning-on-mmmu | LongCat-Next (A3B, 68.5B) | #31 | Accuracy: 70.6 |
| visual-question-answering-vqa-on-realworldqa | LongCat-Next (A3B, 68.5B) | #39 | Accuracy: 72.0 |
| computer-use-agents-on-screenspot-v2 | LongCat-Next (A3B, 68.5B) | #41 | Accuracy: 88.3 |
| vision-language-understanding-on-mmstar | LongCat-Next (A3B, 68.5B) | #43 | Accuracy: 69.3 |
| speech-recognition-on-librispeech-test-other | LongCat-Next (A3B, 68.5B) | #44 | Word Error Rate (WER): 3.42 |
| speech-recognition-on-librispeech-test-clean | LongCat-Next (A3B, 68.5B) | #48 | Word Error Rate (WER): 1.63 |
| text-to-image-generation-on-geneval | LongCat-Next | #78 | Overall: 0.84 |