Neural network-driven code semantic alignment for software engineering: Three-perspective framework, three-dimensional evaluation, and industrial adaptation

doi:10.1016/j.neucom.2026.134133

Neural network-driven code semantic alignment for software engineering: Three-perspective framework, three-dimensional evaluation, and industrial adaptation

2026-05-30

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DOI：10.1016/j.neucom.2026.134133

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• Reviews 113 studies (2023-2025), revealing independent-to-integration evolution. • Builds a three-perspective framework and evaluation system, benchmarking 15 methods. • Analyzes core bottlenecks, and proposes 6 directions linking theory to industry.

Neural network-driven code semantic alignment for software engineering: Three-perspective framework, three-dimensional evaluation, and industrial adaptation

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