README.md

metadata

annotations_creators:
  - machine-generated
language:
  - en
language_creators:
  - machine-generated
license:
  - cc-by-4.0
multilinguality:
  - monolingual
pretty_name: CLEVR-Math - Compositional language, visual, and mathematical reasoning
size_categories: null
source_datasets:
  - clevr
tags:
  - reasoning
  - neuro-symbolic
  - multimodal
task_categories:
  - visual-question-answering
task_ids:
  - visual-question-answering

Dataset Card for CLEVR-Math

Table of Contents

• Table of Contents
• Dataset Description
  • Dataset Summary
  • Supported Tasks and Leaderboards
  • Languages
• Dataset Structure
  • Data Instances
  • Data Fields
  • Data Splits
• Dataset Creation
  • Curation Rationale
  • Source Data
  • Annotations
  • Personal and Sensitive Information
• Considerations for Using the Data
  • Social Impact of Dataset
  • Discussion of Biases
  • Other Known Limitations
• Additional Information
  • Dataset Curators
  • Licensing Information
  • Citation Information
  • Contributions

Dataset Description

• Homepage:
• **Repository:https://github.com/dali-does/clevr-math
• **Paper:https://arxiv.org/abs/2208.05358
• Leaderboard:
• **Point of Contact:dali@cs.umu.se

Dataset Summary

[More Information Needed]

Supported Tasks and Leaderboards

[More Information Needed]

Languages

The dataset is currently only available in English. To extend the dataset to other languages, the CLEVR templates must be rewritten in the target language.

Dataset Structure

Data Instances

[More Information Needed]

Data Fields

[More Information Needed]

features = datasets.Features(
  {
    "template": datasets.Value("string"),
    "id": datasets.Value("string"),
    "question": datasets.Value("string"),
    "image": datasets.Image(),
    "label": datasets.Value("int64")
  }
)

Data Splits

[More Information Needed]

Dataset Creation

Curation Rationale

[More Information Needed]

Source Data

Initial Data Collection and Normalization

[More Information Needed]

Who are the source language producers?

[More Information Needed]

Annotations

Annotation process

[More Information Needed]

Who are the annotators?

[More Information Needed]

Personal and Sensitive Information

[More Information Needed]

Considerations for Using the Data

Social Impact of Dataset

[More Information Needed]

Discussion of Biases

[More Information Needed]

Other Known Limitations

[More Information Needed]

Additional Information

Dataset Curators

[More Information Needed] Adam Dahlgren Lindström - dali@cs.umu.se

Licensing Information

Licensed under Creative Commons Attribution Share Alike 4.0 International (CC-by 4.0).

Citation Information

[More Information Needed]

@misc{https://doi.org/10.48550/arxiv.2208.05358,
  doi = {10.48550/ARXIV.2208.05358},
  url = {https://arxiv.org/abs/2208.05358},
  author = {Lindström, Adam Dahlgren and Abraham, Savitha Sam},
  keywords = {Machine Learning (cs.LG), Computation and Language (cs.CL), Computer Vision and Pattern Recognition (cs.CV), FOS: Computer and information sciences, FOS: Computer and information sciences, I.2.7; I.2.10; I.2.6; I.4.8; I.1.4},
  title = {CLEVR-Math: A Dataset for Compositional Language, Visual, and Mathematical Reasoning},
  publisher = {arXiv},
  year = {2022},
  copyright = {Creative Commons Attribution Share Alike 4.0 International}
}

Contributions

Thanks to @dali-does for adding this dataset.