Card of Dataset for Multimodal Large Language Model
Dataset details and sources
This dataset is constructed using publicly available instruction tuning datasets, including COCO, ScienceQA, VizWiz, ImageNet, VQAv2, ImageNet-R, Flickr30k, OCRVQA, Screen2words and TabMWP.
Seen datasets for merging
| Dataset | Image Source | Download Path |
|---|---|---|
| ScienceQA | ScienceQA | images |
| VizWiz | VizWiz | images |
| ImageNet | ImageNet | images |
| VQAv2, Flickr30k | COCO2014 | images |
| IconQA | IconQA | images |
| Flickr30k | Flickr30k | images |
| OCRVQA | OCRVQA | images |
Unseen datasets for merging
| Dataset | Image Source | Download Path |
|---|---|---|
| AOKVQA | COCO2014 | images |
| ImageNet-R | ImageNet-R | images |
| Screen2words | Screen2words | images |
| TabMWP | TabMWP | images |
Please download these datasets before proceeding with instruction tuning.
RobustMerge
Paper: RobustMerge: Parameter-Efficient Model Merging for MLLMs with Direction Robustness
Code: github.com/AuroraZengfh/RobustMerge
If you find this work useful, consider citing our paper as follows:
@article{zeng2025parameter,
title={RobustMerge: Parameter-Efficient Model Merging for MLLMs with Direction Robustness},
author={Zeng, Fanhu and Guo, Haiyang and Zhu, Fei and Shen, Li and Tang, Hao},
journal={arXiv preprint arXiv:2502.17159},
year={2025}
}