Addressing the Abstraction and Reasoning Corpus via Procedural Example Generation

arXiv:2404.07353v1 Announce Type: new
Abstract: This work presents code to procedurally generate examples for the ARC training tasks. For each of the 400 tasks, an example generator following the transformation logic of the original examples was created. In effect, the assumed underlying distribution of examples for any given task was reverse engineered by implementing a means to sample from it. An attempt was made to cover an as large as reasonable space of possible examples for each task. That is, …

abstract abstraction arc arxiv code cs.ai cs.lg distribution example examples generate generator logic reasoning tasks training transformation type via work