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---
license: mit
---

<div align="center">
<h1>COLUMBUS: Evaluating <ins>CO</ins>gnitive <ins>L</ins>ateral <ins>U</ins>nderstanding through <ins>M</ins>ultiple-choice re<ins>BUS</ins>es</h1>

Inspired by the demonstration of creative problem-solving in the story of *Columbus' Egg*, this repository presents a benchmark of multiple-choice rebus puzzles. These are designed to challenge the lateral thinking skills of visual question answering (VQA) models. 

[**πŸ’» Code**](https://github.com/koen-47/COLUMBUS) | [**πŸ““ Notebooks**](./notebooks) | [**🌐 Website**](https://columbus-vqa.github.io/)

<picture>
    <source media="(prefers-color-scheme: dark)" srcset="./visualizations/columbus_puzzle_examples_dark.png">
    <img alt="" src="./resources/columbus_puzzle_examples_light.png" />
</picture>

[//]: # (![COLUMBUS puzzles examples_white]&#40;./resources/columbus_puzzle_examples_dark.png&#41;)

</div>