What Happened
An announcement was made via social media that the ARC-AGI-3 benchmark is scheduled to launch next week. The source, a user on X, also included speculative commentary, stating: "I assume google will take the lead and will compete with ChatGPT for leading position pretty soon."
Context
ARC-AGI (Abstraction and Reasoning Corpus for Artificial General Intelligence) is a well-known benchmark suite created by François Chollet. It is designed to measure an AI system's ability to perform abstract reasoning on novel tasks, which is considered a core challenge for achieving more general intelligence. The benchmark presents visual puzzles that require identifying and applying abstract patterns and rules.
- ARC-AGI (Original/Public): The publicly available set of tasks used for general evaluation.
- ARC-AGI-1 & ARC-AGI-2: Previous, more challenging private evaluation sets used by leading AI labs for internal testing and to claim state-of-the-art results. Performance on these private sets is typically much lower than on the public set.
- ARC-AGI-3: The newly announced iteration. Based on the naming convention, this is expected to be the next private evaluation set, likely presenting a new tier of difficult, unseen reasoning tasks meant to push the boundaries of current models.
The launch of a new private evaluation set is significant for the research community as it provides a fresh, uncontaminated challenge to gauge true progress in abstract reasoning, separate from models potentially being overtrained on the public ARC puzzles.
The accompanying speculation about Google "taking the lead" likely refers to anticipation around the performance of Google's Gemini models, particularly the Ultra variant, on this new benchmark. The comment about competing with "ChatGPT" (presumably OpenAI's models) reflects the ongoing public and technical rivalry between the two organizations in achieving top scores on difficult reasoning benchmarks.
