DateTimeQA / README.md
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metadata
configs:
  - config_name: default
    data_files:
      - split: clock
        path: data/clock-*
      - split: calendar
        path: data/calendar-*
dataset_info:
  features:
    - name: type
      dtype: string
    - name: question
      dtype: string
    - name: answer
      dtype: string
    - name: image
      dtype: image
  splits:
    - name: clock
      num_bytes: 2965224
      num_examples: 62
    - name: calendar
      num_bytes: 13630746
      num_examples: 60
  download_size: 5231483
  dataset_size: 16595970
task_categories:
  - image-text-to-text
# Clock and Calendar Dataset

## Overview
This dataset comprises a **small** sample of two subsets: **Clock** and **Calendar**. 
Each subset contains images paired with corresponding questions and answers, making it suitable for evaluating the reasoning capabilities of multimodal large language models (MLLMs) for calendar and analog clock interpretation.

## Dataset Structure
The dataset is organized into two main categories:
- **Clock Dataset**
- **Calendar Dataset**

Each entry in the dataset includes:
- **type**: Category of the clock/ year of calendar.
- **question**: A question related to the time or date displayed in the image.
- **answer**: The correct answer to the question.
- **image**: Image of clock or calendar.

## Clock Dataset
The Clock dataset contains various types of clock images with associated questions and answers about the time shown.

### Clock Data Categories:
- **Basic clock**: Standard analog clocks.
- **Black dial clock**: Clocks with a black dial background.
- **No second hand**: Clocks without a second hand.
- **Easy**: Clocks displaying simple hour-based times (e.g., 1-hour, 2-hour marks).
- **Roman**: Clocks using Roman numerals for hour representation.
- **Hand as arrows**: Clocks where the hands are represented as arrows.


## Calendar Dataset
The Calendar dataset contains images of yearly calendars with questions related to specific dates.

### Calendar Data Categories:
- **Popular days**: Questions related to Christmas and New Year's Day.
- **Less popular day**: Questions about the Ides of March (March 15th).
- **Random date**: Questions about a randomly selected date (November 21st).
- **Count-based days**: Questions about the 100th and 153rd day of the year.

## Citation

@misc{saxena2025losttimeclockcalendar, title={Lost in Time: Clock and Calendar Understanding Challenges in Multimodal LLMs}, author={Rohit Saxena and Aryo Pradipta Gema and Pasquale Minervini}, year={2025}, eprint={2502.05092}, archivePrefix={arXiv}, primaryClass={cs.CV}, url={https://arxiv.org/abs/2502.05092}, }


## Acknowledgments
This dataset was compiled for research and development purposes.