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In: Proceedings of the 31st International Conference on Neural Information Processing Systems

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LLM Code Smells: A Taxonomy and Detection Approach

cs.SE · 2026-05-21 · unverdicted · novelty 5.0

Introduces a taxonomy of nine LLM code smells, a static detection tool, and reports 73.5% prevalence with 91.3% precision and 71.8% recall across 692 projects.

Benchmarking Large Language Models for Safety Data Extraction

cs.CL · 2026-04-22 · conditional · novelty 4.0

Text-based LLM extraction from Safety Data Sheets reaches at most 84% accuracy across four models and three prompting strategies, falling short of the 90% threshold for unsupervised industrial deployment.

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