Figure 1: Dependency trees hypothesized in linguistics and in neural networks.

Intrigued by the claims of emergent reasoning capabilities in LLMs trained on general web corpora, in this paper, we set out to investigate their planning capabilities.

However, in certain specialized domains, such as healthcare or harmless content generation, it is nearly impossible to obtain a large volume of high-quality data that matches the downstream distribution.

Deep learning algorithms have recently gained significant attention due to their impressive performance.

Thus, diagonal preconditioning methods remain popular.