Playgrounds for Abstraction and ReasoningDownload PDF

Published: 21 Oct 2022, Last Modified: 05 May 2023nCSI WS @ NeurIPS 2022 PosterReaders: Everyone
Keywords: Mini-ARC, O2ARC, Mini-ARC-Trace, Resource, Tool, Abstraction and Reasoning
TL;DR: Playgrounds for Abstraction and Reasoning: Solve 5x5 Mini-ARC datasets with O2ARC tools
Abstract: While research on reasoning using large models is in the spotlight, a symbolic method of making a compact model capable of reasoning is also attracting public attention. We introduce the Mini-ARC dataset, a 5x5 compact version of the Abstraction and Reasoning Corpus (ARC) to measure the abductive reasoning capability. The dataset is small but creative, which maintains the difficulty of the original dataset but improves usability for model training. Along with Mini-ARC, we introduce the O2ARC interface, which includes richer features for humans to solve the ARC tasks. By solving Mini-ARC with O2ARC, we collect human trajectories called Mini-ARC traces, which will be helpful in developing an AI with reasoning capability. Mini-ARC is available at
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