File size: 1,389 Bytes
487ce0f 196828c 21d2b3d 196828c 06e2aa3 d858bcd 196828c 43eeb24 ac67f1e |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 |
---
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.
[**💻 Code**](https://github.com/koen-47/COLUMBUS) | [**📓 Notebooks**](./notebooks) | [**🌐 Website**](https://columbus-vqa.github.io/)
<!-- <picture>
<source media="(prefers-color-scheme: dark)" srcset="./visualizations/columbus_puzzle_examples_dark.png">
</picture> -->
<img alt="" src="./resources/columbus_puzzle_examples_light.png" />
</div>
## Uses
This dataset is used to evaluate the lateral thinking skills of vision-language models.
## Fields
- `options`: the four multiple-choice options for a puzzle.
- `correct`: the correct answer to the puzzle (part of `options`).
- `is_icon`: flag to denote if the puzzle belongs to COLUMBUS-<span style="font-variant:small-caps;">icon</span> (if true) or COLUMBUS-<span style="font-variant:small-caps;">text</span> (if false).
- `is_overlap`: flag to denote if the puzzle belongs to the subset of overlapping puzzles that have both a textual and icon variant.
|