Author

A. Govorkov

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Open access Jul 2026

Application of Large Language Models for Detecting Semantic Ambiguity in Industrial Instructions: Impact on Human–Machine Interaction and User Experience in Process Automation Systems of a Metallurgical Plant

A method called Semantic Latent Choice Detection is presented, designed to systematically identify interpretation ambiguities in process instructions and operator commands, and shows a statistically significant reduction in errors related to misinterpretation of process regulations.

Viktor A. Vedeneev, V. Kondratiev, K. Suslov et al. · Automation · 1 citation

Open access Aug 2026

Domain-Specific Retrieval-Augmented Generation for Metallurgical R&D Knowledge Bases: A Hybrid Graph-Enhanced Approach

This work evaluates a confidence-adaptive graph-enhanced retrieval layer for metallurgical RAG in a controlled synthetic benchmark with explicitly specified generation and evaluation rules and shows how the retrieval rule behaves under controlled conditions.

Viktor A. Vedeneev, V. Kondratiev, A. Nazarychev et al. · International Conference on... · 0 citations