Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:12:26.666560Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 0 inbound Pith citation observations for arXiv:2608.12304.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:12:26.666560Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
70 of 70 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 77d48e47-19ab-429c-aba3-3ec603d3db3c · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Mathematical foundations of event trees,
Reference 1
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Observation 0fa447c8-0778-4647-94cf-01c6f10f1791 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Fault Trees vs. Event Trees in Reliability Analysis,
Reference 2
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Observation 99acbe5a-b1d4-42ae-8f48-e517f5148719 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models An overview of fault tree analysis and its application in model based dependability analysis,
Reference 3
Source-reported events for the cited work
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Observation 930a6544-5a9d-4097-a1ca-7654c8f3c71e · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Fault tree analysis: A survey of the state-of-the-art in modeling, analysis and tools,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05f3d2c1-3786-412b-b16f-5348124dcabb · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Lind, Foundations for Functional Modeling of Technical Artefacts , Cham, Switzerland: Springer, 2024, doi: 10.1007/978-3-031-45918-4
Reference 5
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Observation b1cabb3e-0c8c-40bf-84a0-2d61930fd9db · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Functional modeling of complex systems using a GTST -MPLD framework,
Reference 6
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Observation 122c7e17-6e2b-4f74-a139-fb5c2dc11cb3 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Evaluating system behavior through Dynamic Master Logic Diagram (DMLD) modeling,
Reference 7
Source-reported events for the cited work
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Observation 0424ffc8-2492-47bd-bb7f-01314621cb66 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Time -dependent system knowledge representation based on dynamic master logic diagrams,
Reference 8
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Observation e052bc05-305d-44c4-b0ba-a45c6ceb218c · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Logic -Based Hierarchies for Modeling Behavior of Complex Dynamic Systems with Applications,
Reference 9
Source-reported events for the cited work
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Observation 85b0a5ab-fc5f-4b31-ba41-098e429eb614 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Apply Fuzzy -Logic-Based Functional-Center Hierarchies as Inference Engines for Self -Learning Manufacture Process Diagnoses,
Reference 10
Source-reported events for the cited work
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Observation fd90c29b-f411-4b8d-abba-2dd3dd2f0fff · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models A Survey of Large Language Models
Reference 11
Source-reported events for the cited work
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Observation 5f08f555-885d-4737-b810-453cf973eada · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models The Limitations of Large Language Models for Understanding Human Language and Cognition,
Reference 12
Source-reported events for the cited work
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Observation 513baebe-b67f-40fc-b07b-24616f59dfdb · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Words vs. worlds,
Reference 13
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Observation f05464da-9b42-4e45-b381-8ac04fa6031f · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Complex System Diagnostics Using a Knowledge Graph - Informed and Large Language Model -Enhanced Framework,
Reference 14
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Observation be46dda0-8908-45da-8715-87d4d93a3fcc · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models A Survey on Knowledge Graphs: Representation, Acquisition and Applications,
Reference 15
Source-reported events for the cited work
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Observation 1931cd44-3ed7-47fb-97b1-feabea8a045e · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models A new risk assessment method based on belief rule base and fault tree analysis,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0937d774-38ff-409b-a94a-5d720bc362a6 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Complex system reliability modelling with Dynamic Object Oriented Bayesian Networks (DOOBN),
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97a7a0bd-24e4-4c61-902d-e2305b27d9a3 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Function -centered modeling of engineering systems using the goal tree–success tree technique and functional primitives,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 708f93e1-2062-4d0f-ab54-f9dfa82b2863 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Challenges in Functional Modelling for Safety and Risk Analysis,
Reference 19
Source-reported events for the cited work
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Observation 24124075-5d32-4976-870b-6bf2d6efbcb3 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Functional modeling of complex systems with applications,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f2d3845-99b7-40cb-8669-29ef4b842f2b · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f45128c6-6d63-46b8-a6ec-369c9f4e6a31 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models GOTRES: An expert system for fault detection and analysis,
Reference 22
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Observation 4cd56fd4-89f2-4bad-bde9-a91f8675d2c7 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Dynamic Reliability Assessment of Cyber-Physical Energy Systems (CPESs) by GTST-MLD,
Reference 23
Source-reported events for the cited work
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Observation fb19c4eb-67b7-4f0d-8087-f204782223c6 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Reactor safety assessment systems: Summary of methods and experience,
Reference 24
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Observation 30760164-b69b-43a3-9b2c-ce205e5fabc4 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Extended GTST-MLD for aerospace system safety analysis,
Reference 25
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Observation 415d031e-380c-4fcb-94af-832b4ea62efd · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models A methodology for the construction of safety-oriented advisory systems for operators,
Reference 26
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Observation e95c7f34-59a7-4353-8a30-b6ad2e1cff8b · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Reliability analysis of smart pressure transmitter,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ead5652-630c-4e47-888b-a80cd237482c · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Reliability assessment of generic geared wind turbines by GTST-MLD model and Monte Carlo simulation,
Reference 28
Source-reported events for the cited work
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Observation 84ca786c-e693-4c59-b5df-a0f367a0d034 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Reliability study of an intelligent transmitter,
Reference 29
Source-reported events for the cited work
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Observation 5ae50eb7-631d-4728-a1a4-818dd126dc1d · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Software development life cycle model to ensure software quality,
Reference 30
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Observation 002940f9-0c2a-4ed9-8afe-d4e8c43c00d4 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Fuzzy hierarchical modeling for business environment scanning and decision making,
Reference 31
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Observation ac5b33a2-0abc-4917-8e63-db732ca687fe · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models A methodology to perform dynamic risk assessment using system theory and modeling and simulation: Application to nuclear batteries,
Reference 32
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Observation d32839f1-ad52-4920-9150-25f193b9d377 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models An examination of the use of large language models to aid analysis of textual data,
Reference 33
Source-reported events for the cited work
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Observation 1f47f9ff-f7c1-45d5-a690-975c3c0b9fc4 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Structured information extraction from scientific text with large language models,
Reference 34
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Observation bd884fc5-2a96-4437-9b15-9160077a10c7 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions,
Reference 35
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Observation c2b3a1bf-6ba7-4870-9790-d7720b07ff75 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Detecting hallucinations in large language models using semantic entropy,
Reference 36
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Observation c3be0f73-8f0d-4ca1-a6ca-f74ebd2aa532 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Retrieval-Augmented Generation for Large Language Models: A Survey
Reference 37
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Observation f34d481a-3ee5-4f38-a85f-ee3084606513 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Mitigating hallucination in large language models (LLMs): An application -oriented survey on RAG, reasoning, and agentic systems,
Reference 38
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Observation 5aa3bdb4-b6b8-4d6f-a276-829808a3e40b · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Tool learning with language models: A comprehensive survey of methods, pipelines, and benchmarks,
Reference 39
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Observation ec5743b9-fc5d-4705-b132-3cfe3dab7d10 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Assessing consistency and reproducibility in the outputs of large language models: Evidence across diverse finance and accounting tasks,
Reference 40
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Observation 10640c1b-3c18-420a-9385-432000b785b9 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models The fine art of fine - tuning: A structured review of advanced LLM fine-tuning techniques,
Reference 41
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Observation 6358bda6-ae69-4317-ba78-d6db73b9f6a9 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Unleashing the potential of prompt engineering for large language models,
Reference 42
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Observation 322cf728-f422-40c2-be89-3c99c3fb3b35 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Empirical study on fine -tuning pre-trained large language models for fault diagnosis of complex systems,
Reference 43
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Observation 73394e3d-ec2a-41c2-99bc-6fe8a689fa7d · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Domain -specific large language models for fault diagnosis of heating, ventilation, and air conditioning systems by labeled -data-supervised fine-tuning,
Reference 44
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Observation d60ad21f-1c4e-4548-b5ad-18e5ad735fea · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models FD-LLM: Large Language Model for Fault Diagnosis of Machines
Reference 45
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Observation 7aa59bf1-74d1-457d-ae2c-f9f8e3d186ab · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models DiagLLM: Multimodal reasoning with large language model for explainable bearing fault diagnosis,
Reference 46
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Observation 99cea28e-8b41-444e-ad95-8e4be7e7f7b7 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models FR-LLM: Multi-task large language model with signal- to-text encoding and adaptive optimization for joint fault diagnosis and RUL prediction,
Reference 47
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Observation a4521856-b7d9-4971-9e53-43b68c726d5a · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Multimodal large language model- based fault detection and diagnosis in the context of Industry 4.0,
Reference 48
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Observation c1cba7d5-aca2-4971-ba12-69fb1c5585c4 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Exploring LLM -based agentic frameworks for fault diagnosis,
Reference 49
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Observation eaad7b65-2a1b-449a-b42c-e655ce0967f2 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Argos: Agentic Time-Series Anomaly Detection with Autonomous Rule Generation via Large Language Models
Reference 50
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Observation 108a782a-ce52-469f-9434-98dadb5eb3fd · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Intelligent fault diagnosis for CNC through the integration of large language models and domain knowledge graphs,
Reference 51
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Observation e0f0720a-f865-4f16-a589-c6162ede3500 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Knowledge-graph-enhanced and LLM-guided fault diagnosis for VSC -HVDC systems,
Reference 52
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Observation 980cf746-3f1c-4f5f-914b-a93994835b8c · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models CTI-Thinker: An LLM -driven system for CTI knowledge graph construction and attack reasoning,
Reference 53
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Observation ecb9ad25-f62e-47c8-869f-879f0e2a1b66 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Reinforcement learning driven adaptive graph construction for fault diagnosis of chemical processes,
Reference 54
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Observation ba5a0534-d754-4225-bfeb-769fd53c0101 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Domain-specific large language model-driven risk analysis of battery energy storage systems,
Reference 55
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Observation af5a26d5-022f-4958-88f5-a9f094b4cfb3 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Large Language Model Based Intelligent Fault Information Retrieval System for New Energy Vehicles,
Reference 56
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Observation 5efba149-2981-4f37-99d4-060489cd6d67 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models An automotive fault diagnosis framework based on knowledge graphs and large language models,
Reference 57
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Observation db1e1c16-4da6-4cff-912e-a6a0a2e421a8 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Joint knowledge graph and large language model for fault diagnosis and its application in aviation assembly,
Reference 58
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Observation 602e3221-c918-4e56-bc35-c9a941839a91 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Text -augmented contrastive evaluation method: Pioneeringly achieving quantitative assessment for RAG -enhanced LLM of industrial fault diagnosis,
Reference 59
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Observation 73abb2bd-bab9-40b6-a190-cbcfcda21977 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Integrating large language models and knowledge graphs for system diagnostics,
Reference 60
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Observation 0c26b5bb-b754-4057-9f4e-b8f2bb73aa56 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Large language models and data quality for knowledge graphs,
Reference 61
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Observation 1210116f-e33e-4ffe-a576-9b58c764cf3d · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Can LLMs be good graph judges for knowledge graph construction?,
Reference 62
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Observation 6fbcbae7-e0a2-4272-a4ab-11bcd1d007f2 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models A survey on spatio-temporal knowledge graph models,
Reference 63
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Observation 64996521-2d5b-4bdb-9ef4-8e75abce4f6f · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Neo4j GitHub repository,
Reference 64
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Observation 4324f3a6-2024-4042-a786-80addeb0414e · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Exponential consensus ranking improves the outcome in docking and receptor ensemble docking,
Reference 65
Source-reported events for the cited work
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Observation cd87b7bf-46ac-4702-94c5-5028df72bb85 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Compliance as a trust metric,
Reference 66
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Observation 1693c6a9-765a-4eb7-b9f6-c16f906f37bd · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Unresolved cited work
Reference 67
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Observation 845430d4-0246-4932-8624-26d3e3a7ae18 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models A new method for explicit modelling of single failure event within different common cause failure groups,
Reference 68
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Observation 59e5f87c-8ea1-4bba-8a0c-bd833ef71439 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models A pragmatic approach to estimate alpha factors for common cause failure analysis,
Reference 69
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Observation 1c95f5ad-e2aa-4444-9c8b-f7f6b7375f15 · outbound
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models PRA importance measures for maintenance prioritization applications,
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
No inbound Pith citation observations are available.