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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Wenke Li

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#large language models Open access Sep 2026

An Empirical Investigation of Whether Role Asymmetry Can Overcome Reasoning Blind Spots in Homogeneous Models through Adaptive Routing and Local Repair

These findings provide reproducible empirical evidence for systematic reasoning blind spots in self-criticism by homogeneous models, and indicate that role asymmetry implemented only through prompting cannot reliably overcome cognitive homogeneity.

Wenke Li · 0 citations
Book Open access Apr 2026

Semantic-Enhanced Automatic Refinement of Architecture Recovery Results Using LLMs

SemRef, a framework that combines LLMs with dependency analysis to automatically refine architectures recovered by existing architecture recovery tools, is introduced, which improves accuracy across various metrics and enhances both the accuracy and the comprehension of recovered architectures.

Yi-Ran Zhang, Chengwei Liu, Yu-Qiang Sun et al. · 1 citation

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