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Position: Reasoning is a Learnable Rule-Based Process
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reasoningsymbolic AIgenerative models
2608.12325
Builder Relevance
6h ago70%
Abstract
The paper argues that definitional ambiguity in reasoning undermines progress toward trustworthy autonomous reasoning and proposes operational definitions and best practices for AI reasoning research.
Reality Card
Core Claim
The authors provide operational definitions for reasoning and propose that valid and sound reasoning can be treated as a learnable rule-based process.
Method / Result
A checklist for best practices in the communication of AI reasoning research is provided.
Limitations
The paper highlights that definitional ambiguity leaves the construct validity of reasoning evaluation unverifiable.