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| Model | Inference | General | Math | Total | TL | TD | VI | VD | VO | Total |
|---|---|---|---|---|---|---|---|---|---|---|
| Random Choice | - | - | - | 17.9 | 12.4 | 12.4 | 12.4 | 12.4 | 12.4 | 12.4 |
| Human | - | - | - | - | 70.9 | 71.2 | 61.4 | 68.3 | 66.7 | 66.7 |
| OpenAI o1 | Slow Think* | - | - | 73.9 | - | - | - | - | - | - |
| GPT-4o | CoT | - | - | 63.8 | - | - | - | - | - | - |
| GPT-4V | CoT | - | - | 49.9 | 56.6 | 63.1 | 51.4 | 50.8 | 50.3 | 54.4 |
| LLaVA-NeXT-34B | Direct | - | - | 46.5 | 25.5 | 33.8 | 23.5 | 20.3 | 15.7 | 23.8 |
| InternLM-XComposer2 | Direct | - | - | 57.6 | 17.0 | 22.3 | 15.7 | 16.4 | 11.0 | 16.5 |
| Qwen-VL-Plus | Direct | - | - | 43.3 | 11.1 | 15.7 | 9.0 | 13.0 | 10.0 | 11.8 |
| LLaVA-1.5-13B | Direct | - | - | 27.6 | 15.2 | 19.4 | 16.8 | 15.2 | 11.3 | 15.6 |
| G-LLaVA-7B | Direct | - | - | 53.4 | 20.7 | 20.9 | 17.2 | 14.6 | 9.4 | 16.6 |
| MAVIS-7B | Direct | - | - | - | 29.1 | 41.4 | 27.4 | 24.9 | 14.6 | 27.5 |
| LLaVA-Llama3-8B | Direct | 34.1 | 25.6 | 29.5 | 16.0 | 19.3 | 16.4 | 13.1 | 15.0 | 15.9 |
| EMOVA-8B-200k | Direct | 52.4 | 51.1 | 51.7 | 34.4 | 39.0 | 33.4 | 30.1 | 23.5 | 32.1 |
| EMOVA w/. Formatted | CoT | 30.9 | 31.3 | 31.1 | 26.5 | 36.5 | 25.3 | 20.4 | 19.8 | 25.7 |
| AtomThink-EMOVA | Direct | 53.9 | 52.4 | 53.1 | 33.6 | 39.0 | 33.8 | 28.0 | 24.4 | 31.8 |
| AtomThink-EMOVA | Quick Think | 48.7 | 54.4 | 51.8 | 36.5 | 42.4 | 34.1 | 32.9 | 29.7 | 35.1 |
| AtomThink-EMOVA | Slow Think | 48.9 | 57.0 | 53.3 | 42.1 | 51.5 | 39.0 | 36.7 | 33.1 | 40.5 |
1@article{xiang2024atomthink,
2 title={AtomThink: A Slow Thinking Framework for Multimodal Mathematical Reasoning},
3 author={Xiang, Kun and Liu, Zhili and Jiang, Zihao and Nie, Yunshuang and Huang, Runhui and Fan, Haoxiang and Li, Hanhui and Huang, Weiran and Zeng, Yihan and Han, Jianhua and others},
4 journal={arXiv preprint arXiv:2411.11930},
5 year={2024}
6}
7@article{chen2024emova,
8 title={Emova: Empowering language models to see, hear and speak with vivid emotions},
9 author={Chen, Kai and Gou, Yunhao and Huang, Runhui and Liu, Zhili and Tan, Daxin and Xu, Jing and Wang, Chunwei and Zhu, Yi and Zeng, Yihan and Yang, Kuo and others},
10 journal={arXiv preprint arXiv:2409.18042},
11 year={2024}
12}