Algorithmic Primitives and Compositional Geometry of Reasoning in Language Models https://www.arxiv.org/abs/2510.15987#
Coevolutionary Continuous Discrete Diffusion: Make Your Diffusion Language Model a Latent Reasoner https://arxiv.org/abs/2510.03206
Verifying Chain-of-Thought Reasoning via Its Computational Graph https://arxiv.org/abs/2510.09312
Encode, Think, Decode: Scaling test-time reasoning with recursive latent thoughts https://arxiv.org/pdf/2510.07358
LightReasoner: Can Small Language Models Teach Large Language Models Reasoning https://github.com/HKUDS/LightReasoner
The Markovian Thinker https://github.com/McGill-NLP/the-markovian-thinker
RLAD: RL through Abstraction Discovery https://cohenqu.github.io/rlad.github.io/
What is Reasoning Behind LLM https://rz0718.github.io/articles/2025/07/18/Reasoning-LLM.html
The Geometry of Reasoning: Flowing Logics in Representation Space https://github.com/MasterZhou1/Reasoning-Flow
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