HAERAE-VISION

A Korean visual QA benchmark featuring real-world, under-specified questions.

Dataset Description

This dataset includes two question types:

• original: Under-specified, authentic user queries
• explicit: Clarified queries with full context

Both share the same images and reference answers, allowing controlled evaluation of query under-specification.

Leaderboard Submission

To submit your model for official evaluation on the full test set:

1. Visit the HAERAE-VISION Leaderboard
2. Log in to your account
3. Click the Submit (제출하기) button
4. Follow the submission instructions

Evaluation Code

See our GitHub repository for evaluation scripts.

Citation

@misc{choi2026usersleaveunsaid,
      title={What Users Leave Unsaid: Under-Specified Queries Limit Vision-Language Models}, 
      author={Dasol Choi and Guijin Son and Hanwool Lee and Minhyuk Kim and Hyunwoo Ko and Teabin Lim and Ahn Eungyeol and Jungwhan Kim and Seunghyeok Hong and Youngsook Song},
      year={2026},
      eprint={2601.06165},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2601.06165}, 
}

Contact

For any questions about our project:

• Dasol Choi (dasolchoi@yonsei.ac.kr)