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References from iS3Tunnel: Highway-tunnel domain RAG-enhanced LLM and its hallucination-quantified agent design. Local targets link to admitted publications; unresolved targets remain external evidence.
Structural failure risk assessment of shield tunnel using large language model
10.1016/j.tust.2025.106882 · 2025 · External reference
Automated safety risk management guidance enhanced by retrieval-augmented large language model
10.1016/j.autcon.2025.106255 · 2025 · External reference
Development and application of a specification-compliant highway tunnel facility management system based on BIM
10.1016/j.tust.2019.103262 · 2020 · External reference
Large language models as oracles for instantiating ontologies with domain-specific knowledge
10.1016/j.knosys.2024.112940 · 2025 · External reference
Large language models can better understand knowledge graphs than we thought
10.1016/j.knosys.2025.113060 · 2025 · External reference
LLM-MANUF: An integrated framework of Fine-Tuning large language models for intelligent Decision-Making in manufacturing
10.1016/j.aei.2025.103263 · 2025 · External reference
A novel system for strengthening security in large language models against hallucination and injection attacks with effective strategies
10.1016/j.aej.2025.03.030 · 2025 · External reference
EYE-Llama, an in-domain large language model for ophthalmology
10.1016/j.isci.2025.112984 · 2025 · External reference
Using chat GPT to evaluate police threats, risk and harm
10.1016/j.ijlcj.2024.100686 · 2024 · External reference
Exercise-Aware higher-order Thinking skills Assessment via fine-tuned large language model
10.1016/j.knosys.2025.113808 · 2025 · External reference
HaluCheck: Explainable and verifiable automation for detecting hallucinations in LLM responses
10.1016/j.eswa.2025.126712 · 2025 · External reference
Prescribing the right remedy: Mitigating hallucinations in large vision-language models via targeted instruction tuning
10.1016/j.ins.2025.122361 · 2025 · External reference
LLVM-drone: A synergistic framework integrating large language models and vision models for visual tasks in unmanned aerial vehicles
10.1016/j.knosys.2025.114190 · 2025 · External reference
Hybrid large language model approach for prompt and sensitive defect management: A comparative analysis of hybrid, non-hybrid, and GraphRAG approaches
10.1016/j.aei.2024.103076 · 2025 · External reference
Efficient fine-tuning of large language models for automated building energy modeling in complex cases
10.1016/j.autcon.2025.106223 · 2025 · External reference
When generative AI messes up: How politeness and attribution shape user reactions to hallucinations
10.1016/j.ijinfomgt.2025.102958 · 2025 · External reference
Knowledge graphs, large language models, and hallucinations: An NLP perspective
10.1016/j.websem.2024.100844 · 2025 · External reference
Performance comparison of retrieval-augmented generation and fine-tuned large language models for construction safety management knowledge retrieval
10.1016/j.autcon.2024.105846 · 2024 · External reference
Driving risk assessment in exit areas of highway tunnels based on driving behavior characteristics: Methods and case studies
10.1016/j.tust.2024.106354 · 2025 · External reference
Large language model assisted fine-grained knowledge graph construction for robotic fault diagnosis
10.1016/j.aei.2025.103134 · 2025 · External reference
A new cognitive model: Cloud model
10.1002/int.20340 · 2009 · External reference
Research on fire risk quantification for extralong highway tunnels based on Wuli–Shili–Renli theory, dempster–shafer theory, and bayesian network
10.1016/j.ress.2025.111414 · 2025 · External reference
A survey of emerging applications of large language models for problems in mechanics, product design, and manufacturing
10.1016/j.aei.2024.103066 · 2025 · External reference
In the beginning was the Word: LLM-VaR and LLM-ES
10.1016/j.eswa.2025.128676 · 2026 · External reference
PNCD: Mitigating LLM hallucinations in noisy environments–A medical case study
10.1016/j.inffus.2025.103328 · 2025 · External reference
How do people react to ChatGPT's unpredictable behavior? Anthropomorphism, uncanniness, and fear of AI: A qualitative study on individuals’ perceptions and understandings of LLMs’ nonsensical hallucinations
10.1016/j.ijhcs.2025.103471 · 2025 · External reference
Unresolved reference
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A cloud model-based approach for risk analysis of excavation system
10.1016/j.ress.2022.108984 · 2023 · External reference
Large language models deconstruct the clinical intuition behind diagnosing autism
10.1016/j.cell.2025.02.025 · 2025 · External reference
Dynamic risk early warning system for tunnel construction based on two-dimensional cloud model
10.1016/j.eswa.2024.124799 · 2024 · External reference
Digital twin of advanced geological conditions in rock tunnel construction
10.1016/j.autcon.2025.106407 · 2025 · External reference
Hallucinations of large multimodal models: Problem and countermeasures
10.1016/j.inffus.2025.102970 · 2025 · External reference
Experimental study on fire temperature field of extra-long highway tunnel under the effect of auxiliary channel design parameters
10.1016/j.csite.2025.105812 · 2025 · External reference
Fine-grained stateful knowledge exploration: Effective and efficient graph retrieval with Large Language Models
10.1016/j.knosys.2025.114011 · 2025 · External reference
Effectiveness of retrieval augmented generation-based large language models for generating construction safety information
10.1016/j.autcon.2024.105926 · 2025 · External reference
Empowering LLMs by hybrid retrieval-augmented generation for domain-centric Q&A in smart manufacturing
10.1016/j.aei.2025.103212 · 2025 · External reference
Generic normal cloud model
10.1016/j.ins.2014.04.051 · 2014 · External reference
From analogy to innovation: A creative conceptual design approach leveraging large language models
10.1016/j.aei.2025.103427 · 2025 · External reference
Hypnos: A domain-specific large language model for anesthesiology
10.1016/j.neucom.2025.129389 · 2025 · External reference
GeoProspect: A domain-specific geological large language model with enhanced continual learning
10.1016/j.neucom.2025.130801 · 2025 · External reference
Risk assessment of tunnel segment uplift during construction based on variable weight-cloud model
10.1016/j.ress.2025.111503 · 2026 · External reference
GeoPredict-LLM: Intelligent tunnel advanced geological prediction by reprogramming large language models
10.1016/j.ige.2024.10.005 · 2024 · External reference
Traffic safety improvement method for highway tunnel entrances based on linear guiding − An engineering practice from China
10.1016/j.tust.2024.106267 · 2025 · External reference
A gated Recurrent unit considering spatial correlation for short-term traffic volume forecasting in highway tunnels
10.1016/j.engappai.2025.111796 · 2025 · External reference
A knowledge graph-enhanced large language model for question answering of hydraulic structure safety management
10.1016/j.aei.2025.103468 · 2025 · External reference
Domain-specific large language models for fault diagnosis of heating, ventilation, and air conditioning systems by labeled-data-supervised fine-tuning
2025 · External reference
Automating construction contract review using knowledge graph-enhanced large language models
10.1016/j.autcon.2025.106179 · 2025 · External reference
Large language model based system with causal inference and Chain-of-Thoughts reasoning for traffic scene risk assessment
10.1016/j.knosys.2025.113630 · 2025 · External reference
Named entity recognition for construction documents based on fine-tuning of large language models with low-quality datasets
10.1016/j.autcon.2025.106151 · 2025 · External reference
A novel domain knowledge augmented large language model based medical conversation system for sustainable smart city development
10.1016/j.scs.2025.106444 · 2025 · External reference
