anshulsc/MirageTVQA

Multilingual Multimodal Tables for Robust Question Answering using VLMs

1

stars

90

commits

Python

primary language

Nov 11, 2025

updated

README

MirageTVQA: Multilingual Table Visual Question Answering Benchmark

Dataset Dataset

Citation

If you use MirageTVQA in your research, please cite:

@inproceedings{singh2025mirage,
  title={Lost in Translation and Noise: A Deep Dive into the Failure Modes of VLMs on Real-World Tables},
  author={Singh, Anshul and Chaudhary, Rohan and Singh, Gagneet and Kumar, Abhay},
  booktitle={AI for Tabular Data Workshop at EurIPS},
  year={2025}
}

Acknowledgments

We thank the creators of WikiSQL, FinQA, and the arXiv dataset for providing the source tables. We also acknowledge the use of Qwen, Gemini, and other open-source models in our data generation pipeline.


⭐ If you find MirageTVQA useful, please consider starring the repository!

Contributors

anshulsc

72 commits

rohanxc

18 commits

anshulsc/MirageTVQA

Multilingual Multimodal Tables for Robust Question Answering using VLMs

1

stars

90

commits

Python

primary language

Nov 11, 2025

updated

README

MirageTVQA: Multilingual Table Visual Question Answering Benchmark

Dataset Dataset

Citation

If you use MirageTVQA in your research, please cite:

@inproceedings{singh2025mirage,
  title={Lost in Translation and Noise: A Deep Dive into the Failure Modes of VLMs on Real-World Tables},
  author={Singh, Anshul and Chaudhary, Rohan and Singh, Gagneet and Kumar, Abhay},
  booktitle={AI for Tabular Data Workshop at EurIPS},
  year={2025}
}

Acknowledgments

We thank the creators of WikiSQL, FinQA, and the arXiv dataset for providing the source tables. We also acknowledge the use of Qwen, Gemini, and other open-source models in our data generation pipeline.


⭐ If you find MirageTVQA useful, please consider starring the repository!

Contributors

anshulsc

72 commits

rohanxc

18 commits

Languages

Python

99.9%