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configs: |
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- config_name: accounting |
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data_files: |
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path: accounting/test-* |
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path: accounting/val-* |
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path: accounting/dev-* |
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|
path: arts/test-* |
|
- split: val |
|
path: arts/val-* |
|
- split: dev |
|
path: arts/dev-* |
|
- config_name: biology |
|
data_files: |
|
- split: test |
|
path: biology/test-* |
|
- split: val |
|
path: biology/val-* |
|
- split: dev |
|
path: biology/dev-* |
|
- config_name: chemistry |
|
data_files: |
|
- split: test |
|
path: chemistry/test-* |
|
- split: val |
|
path: chemistry/val-* |
|
- split: dev |
|
path: chemistry/dev-* |
|
- config_name: chinese_literature |
|
data_files: |
|
- split: test |
|
path: chinese_literature/test-* |
|
- split: val |
|
path: chinese_literature/val-* |
|
- split: dev |
|
path: chinese_literature/dev-* |
|
- config_name: dentistry |
|
data_files: |
|
- split: test |
|
path: dentistry/test-* |
|
- split: val |
|
path: dentistry/val-* |
|
- split: dev |
|
path: dentistry/dev-* |
|
- config_name: electronic_circuits |
|
data_files: |
|
- split: test |
|
path: electronic_circuits/test-* |
|
- split: val |
|
path: electronic_circuits/val-* |
|
- split: dev |
|
path: electronic_circuits/dev-* |
|
- config_name: fundamentals_of_physical_therapy |
|
data_files: |
|
- split: test |
|
path: fundamentals_of_physical_therapy/test-* |
|
- split: val |
|
path: fundamentals_of_physical_therapy/val-* |
|
- split: dev |
|
path: fundamentals_of_physical_therapy/dev-* |
|
- config_name: geography |
|
data_files: |
|
- split: val |
|
path: geography/val-* |
|
- split: dev |
|
path: geography/dev-* |
|
- split: test |
|
path: geography/test-* |
|
- config_name: mathematics |
|
data_files: |
|
- split: test |
|
path: mathematics/test-* |
|
- split: val |
|
path: mathematics/val-* |
|
- split: dev |
|
path: mathematics/dev-* |
|
- config_name: mechanics |
|
data_files: |
|
- split: test |
|
path: mechanics/test-* |
|
- split: val |
|
path: mechanics/val-* |
|
- split: dev |
|
path: mechanics/dev-* |
|
- config_name: medical |
|
data_files: |
|
- split: test |
|
path: medical/test-* |
|
- split: val |
|
path: medical/val-* |
|
- split: dev |
|
path: medical/dev-* |
|
- config_name: music |
|
data_files: |
|
- split: test |
|
path: music/test-* |
|
- split: val |
|
path: music/val-* |
|
- split: dev |
|
path: music/dev-* |
|
- config_name: natural_science |
|
data_files: |
|
- split: test |
|
path: natural_science/test-* |
|
- split: val |
|
path: natural_science/val-* |
|
- split: dev |
|
path: natural_science/dev-* |
|
- config_name: navigation |
|
data_files: |
|
- split: test |
|
path: navigation/test-* |
|
- split: val |
|
path: navigation/val-* |
|
- split: dev |
|
path: navigation/dev-* |
|
- config_name: pharmaceutical_chemistry |
|
data_files: |
|
- split: test |
|
path: pharmaceutical_chemistry/test-* |
|
- split: val |
|
path: pharmaceutical_chemistry/val-* |
|
- split: dev |
|
path: pharmaceutical_chemistry/dev-* |
|
- config_name: physics |
|
data_files: |
|
- split: test |
|
path: physics/test-* |
|
- split: val |
|
path: physics/val-* |
|
- split: dev |
|
path: physics/dev-* |
|
- config_name: sociology |
|
data_files: |
|
- split: test |
|
path: sociology/test-* |
|
- split: val |
|
path: sociology/val-* |
|
- split: dev |
|
path: sociology/dev-* |
|
- config_name: statistics |
|
data_files: |
|
- split: test |
|
path: statistics/test-* |
|
- split: val |
|
path: statistics/val-* |
|
- split: dev |
|
path: statistics/dev-* |
|
- config_name: structural_engineering |
|
data_files: |
|
- split: test |
|
path: structural_engineering/test-* |
|
- split: val |
|
path: structural_engineering/val-* |
|
- split: dev |
|
path: structural_engineering/dev-* |
|
- config_name: veterinary_medicine |
|
data_files: |
|
- split: test |
|
path: veterinary_medicine/test-* |
|
- split: val |
|
path: veterinary_medicine/val-* |
|
- split: dev |
|
path: veterinary_medicine/dev-* |
|
--- |
|
# VisTW-MCQ : Visual Multi-Choice Question answering |
|
|
|
<p align="center"> |
|
<img src="https://huggingface.co/datasets/VisTai/vistw-dialogue/resolve/main/vistai.v3.png" alt="" style="max-width: 1200" width=800 /> |
|
</p> |
|
|
|
VisTW-MCQ, composed of past examination questions from various educational levels in Taiwan, ranging from primary and secondary education to specialized undergraduate courses, such as veterinary medicine. |
|
|
|
Our benchmark dataset was constructed using real-world exam papers collected from publicly available sources spanning the years 2013 to 2024. We selected subjects specifically requiring visual comprehension, such as medical diagnostics (e.g., interpreting X-ray and ultrasound images), geometry, electronic circuit design, and chemistry. For each question, we additionally collected human performance data, including average accuracy scores, to better gauge question difficulty and establish a human performance baseline. |
|
|
|
Official benchmark : [Github TMMMU-Benchmark/evaluation](https://github.com/TMMMU-Benchmark/evaluation) |
|
|
|
Arxiv : [VisTW: Benchmarking Vision-Language Models for Traditional Chinese in Taiwan](https://arxiv.org/abs/2503.10427v2) |
|
|
|
| Model | VisTW-MCQ Accuracy | VisTW-MCQ Rank | VisTW-Dialogue Score | VisTW-Dialogue Rank | |
|
|------------------------------------|--------------------|----------------|-----------------------|---------------------| |
|
| Gemini-2.0-pro-exp-02-05 | 0.6619 | 1 | 6.72 | 1 | |
|
| Gemini-2.0-flash-001 | 0.6596 | 2 | 6.15 | 3 | |
|
| Claude-3-5-sonnet-20241022 | 0.6019 | 3 | 5.96 | 6 | |
|
| gpt-4o-2024-11-20 | 0.5755 | 4 | 6.12 | 4 | |
|
| Qwen2.5-VL-72B-instruct | 0.5413 | 5 | 4.87 | 9 | |
|
| Gemini-2.0-flash-lite-preview-02-05| 0.4992 | 6 | 5.92 | 7 | |
|
| Qwen2-VL-72B-instruct | 0.4701 | 7 | 4.21 | 14 | |
|
| Mistral-Small-3.1-24B | 0.4590 | 8 | 4.33 | 12 | |
|
| Gemini-1.5-pro | 0.4417 | 9 | 5.05 | 8 | |
|
| Gemma3-27b-it | 0.4375 | 10 | 3.94 | 17 | |
|
| Llama-3.2-90B-Vision-Instruct | 0.4119 | 11 | 3.44 | 22 | |
|
| gpt-4o-mini-2024-07-18 | 0.4091 | 12 | 4.74 | 10 | |
|
| gpt-4o-2024-08-06 | 0.4000 | 13 | 5.98 | 5 | |
|
| Gemini-1.5-flash | 0.3943 | 14 | 4.26 | 13 | |
|
| Gemini-2.0-flash-thinking-exp-1219 | 0.3764 | 15 | 6.51 | 2 | |
|
| Qwen2.5-VL-7B-Instruct | 0.3592 | 16 | 4.54 | 11 | |
|
| InternVL2.5-8B | 0.3447 | 17 | 3.90 | 18 | |
|
| InternVL2-8B | 0.3431 | 18 | 3.45 | 21 | |
|
| Nova-lite-v1 | 0.3376 | 19 | 3.26 | 23 | |
|
| Claude-3-haiku-20240307 | 0.3291 | 20 | 3.70 | 19 | |
|
| InternVL2.5-4B | 0.3291 | 21 | 3.60 | 20 | |
|
| Gemini-1.5-flash-8B | 0.3280 | 22 | 4.18 | 16 | |
|
| Llama-3.2-11B-Vision-Instruct | 0.3262 | 23 | 2.58 | 27 | |
|
| Deepseek-vl2-small | 0.3181 | 24 | 0.51 | 32 | |
|
| InternVL2-4B | 0.3081 | 25 | 2.31 | 28 | |
|
| Qwen2-VL-7B-Instruct | 0.3004 | 26 | 4.21 | 14 | |
|
| Breeze2-3B-Instruct | 0.2971 | 27 | 2.90 | 26 | |
|
| Breeze2-8B-Instruct | 0.2915 | 28 | 3.14 | 24 | |
|
| InternVL2-2B | 0.2891 | 29 | 2.22 | 29 | |
|
| CogVLM2-llama3-chinese-chat | 0.2777 | 30 | 2.96 | 25 | |
|
| deepseek-vl2-tiny | 0.2781 | 31 | 2.01 | 31 | |
|
| InternVL2-1B | 0.2689 | 32 | 2.13 | 30 | |
|
|
|
*Models ordered by VisTW-MCQ Rank.* |
|
|
|
|
|
|
|
## Citation |
|
|
|
``` |
|
@article{tam2025vistw, |
|
title={VisTW: Benchmarking Vision-Language Models for Traditional Chinese in Taiwan}, |
|
author={Tam, Zhi Rui and Pai, Ya-Ting and Lee, Yen-Wei and Chen, Yun-Nung}, |
|
journal={arXiv preprint arXiv:2503.10427}, |
|
year={2025} |
|
} |
|
``` |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
