Develop AI systems to efficiently learn new skills and solve open-ended problems, rather than depend exclusively on AI systems trained with extensive datasets
This team is for collaboration around the ARC 2024 on Kaggle. Here's some background from the Kaggle page.
Any additional information, as well as an interactive app to explore the objective of this competition is found at the ARCPrize.org. It is highly recommended that you explore the interactive app, as the best way to understand the objective of the competition.
In this competition, you’ll develop AI systems to efficiently learn new skills and solve open-ended problems, rather than depend exclusively on AI systems trained with extensive datasets. The top submissions will show improvement toward human reasoning benchmarks.
June 11, 2024 - Start Date
November 3, 2024 - Entry deadline. You must accept the competition rules before this date in order to compete.
November 3, 2024 - Team Merger deadline. This is the last day participants may join or merge teams.
November 10, 2024 - Final submission deadline.
November 10, 2024 - Paper Award submission deadline.
Current AI systems can not generalize to new problems outside their training data, despite extensive training on large datasets. LLMs have brought AI to the mainstream for a large selection of known tasks. However, progress towards Artificial General Intelligence (AGI) has stalled. Improvements in AGI could enable AI systems that think and invent alongside humans.
The Abstraction and Reasoning Corpus for Artificial General Intelligence (ARC-AGI) benchmark measures an AI system's ability to efficiently learn new skills. Humans easily score 85% in ARC, whereas the best AI systems only score 34%. The ARC Prize competition encourages researchers to explore ideas beyond LLMs, which depend heavily on large datasets and struggle with novel problems.
This competition includes several components. The competition as described here carries a prize of $100,000 with an additional $500,000 available if any team can beat a score of 85% on the leaderboard. Further opportunities outside of Kaggle are also available with associated prizes- to learn more visit ARCprize.org.
Your work could contribute to new AI problem-solving applicable across industries. Vastly improved AGI will likely reshape human-machine interactions. Winning solutions will be open-sourced to promote transparency and collaboration in the field of AGI.
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