Publications

Intelligent Predictive Maintenance RAG framework for Power Plants: Enhancing QA with StyleDFS and Domain Specific Instruction Tuning

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Oct 2024 — EMNLP 2024 (Industrial)

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Authors

Seongtae Hong*, Joongmin Shin*, Jaehyung Seo, Taemin Lee, Jeongbae Park, Heuiseok Lim

Abstract

StyleDFS proposes structure-aware chunking for high-stakes industrial QA. The framework improves answer quality while meeting on-premise and privacy constraints in real deployment environments.

Key Contribution

Domain-specific RAG framework for scientific and industrial QA; led to two technology transfers.

Architecture

StyleDFS architecture
StyleDFS architecture

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