Article that summarizes the state of the art in latent reasoning:

1. Latent Reasoning survey - https://arxiv.org/abs/2507.06203
2. Hierarchical Reasoning Model - https://arxiv.org/abs/2506.21734
3. Large concept models by MetaAI - https://ai.meta.com/research/publications/large-concept-models-language-modeling-in-a-sentence-representation-space/

Yann lecun vision on learning and reasoning: https://ai.meta.com/blog/yann-lecun-advances-in-ai-research/