---
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    |