LLMs and the Abstraction and Reasoning Corpus: Successes, Failures, and the Importance of Object-based Representations.
Yudong XuWenhao LiPashootan VaezipoorScott SannerElias Boutros KhalilPublished in: Trans. Mach. Learn. Res. (2024)
Keyphrases
- multiple representations
- mental imagery
- high level
- reasoning tasks
- meta level
- spatial reasoning
- graphical representation
- automated reasoning
- reasoning process
- model based reasoning
- higher level
- manually annotated
- supervised machine learning
- reasoning systems
- knowledge base
- semantic representations
- expert systems
- analogical reasoning
- root cause
- failure rate
- qualitative models
- qualitative reasoning
- test set