Kaggle's Abstraction and Reasoning Challenge (ARC) Overview
The Abstraction and Reasoning Challenge (ARC) is a competition designed to foster innovation in Artificial General Intelligence (AGI) through problem-solving and reasoning tasks. This document provides an overview of winning solutions, resources, upcoming competitions, and community engagement opportunities related to ARC.
2020 Winning Solution
- 1st Place: 1st Place ARC Solution (2020) - This solution stands out for its innovative approach to problem-solving within the ARC framework, introducing a Domain-Specific Language (DSL) to enhance the development process. For more details, see the official documentation and the discussion on Kaggle.
ARC Resources Overview
- ARC-AGI by François Chollet: A foundational resource for understanding the ARC framework. Learn more.
- ARC Interactive History Dataset: Captures interaction histories, aiding research. Available at GitHub.
- ARC Editor by Lab42: A versatile tool for crafting and evaluating ARC tasks. Try it here.
Guides and Achievements
- The Hitchhiker’s Guide to the ARC Challenge by Simon Ouellette: Offers comprehensive strategies for ARC participants. Access the guide here.
- Getting 50% (SoTA) on ARC-AGI with GPT-4o by RYAN GREENBLATT: Discusses achieving state-of-the-art results with GPT-4o. Read the article on Substack and join the discussion on LessWrong.
Upcoming Competitions
ARC Prize 2024
Hosted on Kaggle, the ARC Prize 2024 aims to enhance AI research innovation and promote open-source AGI progress. For more details, visit ARC Prize 2024 Competition.
- Hacker News Discussion: Engage with the community discussing the ARC Prize 2024 launch on Hacker News.
- Reddit Conversation: Join the conversation on Reddit regarding François Chollet's announcement of the new ARC Prize.
- Kaggle Forum: Participate in the ARC Prize 2024 Discussion on Kaggle for competition insights and updates.
External Links