cs.AI updates on arXiv.org 08月05日
Reasoning Systems as Structured Processes: Foundations, Failures, and Formal Criteria
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本文提出一个针对推理系统的通用框架,旨在支持跨域推理架构分析,涵盖逻辑、算法和基于学习的推理过程,并允许动态行为,如迭代优化和原则演化,以建立推理系统的比较基础。

arXiv:2508.01763v1 Announce Type: new Abstract: This paper outlines a general formal framework for reasoning systems, intended to support future analysis of inference architectures across domains. We model reasoning systems as structured tuples comprising phenomena, explanation space, inference and generation maps, and a principle base. The formulation accommodates logical, algorithmic, and learning-based reasoning processes within a unified structural schema, while remaining agnostic to any specific reasoning algorithm or logic system. We survey basic internal criteria--including coherence, soundness, and completeness-and catalog typical failure modes such as contradiction, incompleteness, and non-convergence. The framework also admits dynamic behaviors like iterative refinement and principle evolution. The goal of this work is to establish a foundational structure for representing and comparing reasoning systems, particularly in contexts where internal failure, adaptation, or fragmentation may arise. No specific solution architecture is proposed; instead, we aim to support future theoretical and practical investigations into reasoning under structural constraint.

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推理系统 推理框架 结构化设计 动态行为
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