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README.md

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 license: mit
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-# 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
+<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>
 
-This Huggingface repository presents a benchmark of rebus puzzles designed to challenge the lateral thinking skills of visual question answering (VQA) models. To navigate the puzzles and their respective images, use [benchmark.json](./benchmark.json), which contains information on each puzzle's name, distractors, and which partition it belongs to. 
+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. 
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+[**💻 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">
+    <img alt="" src="./resources/columbus_puzzle_examples_light.png" />
+</picture>
+
+[//]: # (![COLUMBUS puzzles examples_white]&#40;./resources/columbus_puzzle_examples_dark.png&#41;)
+
+</div>