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cs.AI2026
Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs
Felix Fricke, Simon Malberg, Georg Groh
Prompting schemes such as Chain of Thought, Tree of Thoughts, and Graph of Thoughts can significantly enhance the reasoning capabilities of large language models. However, most exi…
cs.AI2025
From Roots to Rewards: Dynamic Tree Reasoning with Reinforcement Learning
Ahmed Bahloul, Simon Malberg
Modern language models address complex questions through chain-of-thought (CoT) reasoning (Wei et al., 2023) and retrieval augmentation (Lewis et al., 2021), yet struggle with erro…