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---
license: apache-2.0
language:
- en
base_model:
- Qwen/Qwen2.5-0.5B
- facebook/dinov2-small
pipeline_tag: visual-question-answering
tags:
- multimodal
---
pretrain stage only, 1180 epochs
[MMMU](https://tinyllava-factory.readthedocs.io/en/latest/Evaluation.html#mmmu)
| Category | # Samples | Accuracy |
|---------------------------------|-----------|----------|
| Overall | 900 | 0.303 |
| Overall-Art and Design | 120 | 0.308 |
| Art | 30 | 0.200 |
| Art Theory | 30 | 0.300 |
| Design | 30 | 0.400 |
| Music | 30 | 0.333 |
| Overall-Business | 150 | 0.247 |
| Accounting | 30 | 0.200 |
| Economics | 30 | 0.333 |
| Finance | 30 | 0.267 |
| Management | 30 | 0.267 |
| Marketing | 30 | 0.167 |
| Overall-Science | 150 | 0.253 |
| Biology | 30 | 0.233 |
| Chemistry | 30 | 0.200 |
| Geography | 30 | 0.200 |
| Math | 30 | 0.267 |
| Physics | 30 | 0.367 |
| Overall-Health and Medicine | 150 | 0.327 |
| Basic Medical Science | 30 | 0.433 |
| Clinical Medicine | 30 | 0.233 |
| Diagnostics and Laboratory Med. | 30 | 0.200 |
| Pharmacy | 30 | 0.400 |
| Public Health | 30 | 0.367 |
| Overall-Humanities and Soc. Sci.| 120 | 0.367 |
| History | 30 | 0.367 |
| Literature | 30 | 0.567 |
| Sociology | 30 | 0.333 |
| Psychology | 30 | 0.200 |
| Overall-Tech and Engineering | 210 | 0.324 |
| Agriculture | 30 | 0.300 |
| Architecture and Engineering | 30 | 0.300 |
| Computer Science | 30 | 0.267 |
| Electronics | 30 | 0.267 |
| Energy and Power | 30 | 0.467 |
| Materials | 30 | 0.500 |
| Mechanical Engineering | 30 | 0.167 | |