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Paper Citation Record · LEDGER

Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models

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.

pith.paper-citation-record.v1
2608.12304 v1

Coverage vector

measured 70 of 70 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:12:26.666560Z

measured 70 of 70 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

70 of 70 outbound references displayed

  • verified exact26
  • verified fuzzy6
  • unresolved32
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 77d48e47-19ab-429c-aba3-3ec603d3db3c · outbound

This paper cites Mathematical foundations of event trees,.

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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verified exact
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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.

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Observation 0fa447c8-0778-4647-94cf-01c6f10f1791 · outbound

This paper cites Fault Trees vs. Event Trees in Reliability Analysis,.

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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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.

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Observation 99acbe5a-b1d4-42ae-8f48-e517f5148719 · outbound

This paper cites An overview of fault tree analysis and its application in model based dependability analysis,.

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

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Observation 930a6544-5a9d-4097-a1ca-7654c8f3c71e · outbound

This paper cites Fault tree analysis: A survey of the state-of-the-art in modeling, analysis and tools,.

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

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source=pdf_text observed=2026-08-16T00:12:26.345371Z digest=sha256:8d11f0d7e8417200501acb69733f829644773db4ec22080cb27d02dad52daf5a

Observation 05f3d2c1-3786-412b-b16f-5348124dcabb · outbound

This paper cites Lind, Foundations for Functional Modeling of Technical Artefacts , Cham, Switzerland: Springer, 2024, doi: 10.1007/978-3-031-45918-4.

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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verified exact
doi, observed 2026-08-16T00:12:27.731950Z

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.

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Observation b1cabb3e-0c8c-40bf-84a0-2d61930fd9db · outbound

This paper cites Functional modeling of complex systems using a GTST -MPLD framework,.

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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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.

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Observation 122c7e17-6e2b-4f74-a139-fb5c2dc11cb3 · outbound

This paper cites Evaluating system behavior through Dynamic Master Logic Diagram (DMLD) modeling,.

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

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Observation 0424ffc8-2492-47bd-bb7f-01314621cb66 · outbound

This paper cites Time -dependent system knowledge representation based on dynamic master logic diagrams,.

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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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.

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Observation e052bc05-305d-44c4-b0ba-a45c6ceb218c · outbound

This paper cites Logic -Based Hierarchies for Modeling Behavior of Complex Dynamic Systems with Applications,.

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

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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.

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Observation 85b0a5ab-fc5f-4b31-ba41-098e429eb614 · outbound

This paper cites Apply Fuzzy -Logic-Based Functional-Center Hierarchies as Inference Engines for Self -Learning Manufacture Process Diagnoses,.

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

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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.

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Observation fd90c29b-f411-4b8d-abba-2dd3dd2f0fff · outbound

This paper cites A Survey of Large Language Models.

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

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Observation 5f08f555-885d-4737-b810-453cf973eada · outbound

This paper cites The Limitations of Large Language Models for Understanding Human Language and Cognition,.

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

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Observation 513baebe-b67f-40fc-b07b-24616f59dfdb · outbound

This paper cites Words vs. worlds,.

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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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.

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Observation f05464da-9b42-4e45-b381-8ac04fa6031f · outbound

This paper cites Complex System Diagnostics Using a Knowledge Graph - Informed and Large Language Model -Enhanced Framework,.

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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verified exact
doi, observed 2026-08-16T00:12:27.614518Z

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.

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Observation be46dda0-8908-45da-8715-87d4d93a3fcc · outbound

This paper cites A Survey on Knowledge Graphs: Representation, Acquisition and Applications,.

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

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Observation 1931cd44-3ed7-47fb-97b1-feabea8a045e · outbound

This paper cites A new risk assessment method based on belief rule base and fault tree analysis,.

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

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Observation 0937d774-38ff-409b-a94a-5d720bc362a6 · outbound

This paper cites Complex system reliability modelling with Dynamic Object Oriented Bayesian Networks (DOOBN),.

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

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Observation 97a7a0bd-24e4-4c61-902d-e2305b27d9a3 · outbound

This paper cites Function -centered modeling of engineering systems using the goal tree–success tree technique and functional primitives,.

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

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Observation 708f93e1-2062-4d0f-ab54-f9dfa82b2863 · outbound

This paper cites Challenges in Functional Modelling for Safety and Risk Analysis,.

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

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source=pdf_text observed=2026-08-16T00:12:26.421591Z digest=sha256:ace6879371e6fa3e7e3954637a1d61b317b8f994e3b039ee3fba1d366c7bc995

Observation 24124075-5d32-4976-870b-6bf2d6efbcb3 · outbound

This paper cites Functional modeling of complex systems with applications,.

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

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Observation 0f2d3845-99b7-40cb-8669-29ef4b842f2b · outbound

This paper cites an unresolved cited work.

Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models Unresolved cited work

Reference 21

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source=pdf_text observed=2026-08-16T00:12:26.431580Z digest=sha256:3c141934c6e9c9a6fd68a1035b5bac906319080cbea8b1bb26c33918b2c7de83

Observation f45128c6-6d63-46b8-a6ec-369c9f4e6a31 · outbound

This paper cites GOTRES: An expert system for fault detection and analysis,.

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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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 4cd56fd4-89f2-4bad-bde9-a91f8675d2c7 · outbound

This paper cites Dynamic Reliability Assessment of Cyber-Physical Energy Systems (CPESs) by GTST-MLD,.

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

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Observation fb19c4eb-67b7-4f0d-8087-f204782223c6 · outbound

This paper cites Reactor safety assessment systems: Summary of methods and experience,.

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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raw_fallback, observed 2026-08-16T00:12:29.102465Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 30760164-b69b-43a3-9b2c-ce205e5fabc4 · outbound

This paper cites Extended GTST-MLD for aerospace system safety analysis,.

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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source=pdf_text observed=2026-08-16T00:12:26.450022Z digest=sha256:23871c3174fcce5d6085187e0d7ae8baf82600d916bfb1a416f1435f9e90c817

Observation 415d031e-380c-4fcb-94af-832b4ea62efd · outbound

This paper cites A methodology for the construction of safety-oriented advisory systems for operators,.

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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verified exact
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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.

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Observation e95c7f34-59a7-4353-8a30-b6ad2e1cff8b · outbound

This paper cites Reliability analysis of smart pressure transmitter,.

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

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Unavailable: canonical work link unavailable.

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Observation 1ead5652-630c-4e47-888b-a80cd237482c · outbound

This paper cites Reliability assessment of generic geared wind turbines by GTST-MLD model and Monte Carlo simulation,.

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

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no resolver link, observed 2026-08-16T00:12:26.464680Z

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Unavailable: canonical work link unavailable.

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Observation 84ca786c-e693-4c59-b5df-a0f367a0d034 · outbound

This paper cites Reliability study of an intelligent transmitter,.

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

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verified fuzzy
raw_fallback, observed 2026-08-16T00:12:29.085900Z

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.

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Observation 5ae50eb7-631d-4728-a1a4-818dd126dc1d · outbound

This paper cites Software development life cycle model to ensure software quality,.

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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verified fuzzy
raw_fallback, observed 2026-08-16T00:12:29.067996Z

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.

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Observation 002940f9-0c2a-4ed9-8afe-d4e8c43c00d4 · outbound

This paper cites Fuzzy hierarchical modeling for business environment scanning and decision making,.

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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raw_fallback, observed 2026-08-16T00:12:29.051451Z

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.

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Observation ac5b33a2-0abc-4917-8e63-db732ca687fe · outbound

This paper cites A methodology to perform dynamic risk assessment using system theory and modeling and simulation: Application to nuclear batteries,.

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

This paper cites An examination of the use of large language models to aid analysis of textual data,.

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

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Unavailable: canonical work link unavailable.

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Observation 1f47f9ff-f7c1-45d5-a690-975c3c0b9fc4 · outbound

This paper cites Structured information extraction from scientific text with large language models,.

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

This paper cites A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions,.

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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source=pdf_text observed=2026-08-16T00:12:26.498754Z digest=sha256:ef72b11886696e46294d0225d8f955c85e5a92f9b703f43f509b1c5af081a88a

Observation c2b3a1bf-6ba7-4870-9790-d7720b07ff75 · outbound

This paper cites Detecting hallucinations in large language models using semantic entropy,.

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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source=pdf_text observed=2026-08-16T00:12:26.503443Z digest=sha256:8f81aad26cac9947bfdd1f839d0380e3938bbf7f86f8bb66aa2fd09ad19572be

Observation c3be0f73-8f0d-4ca1-a6ca-f74ebd2aa532 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

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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source=pdf_text observed=2026-08-16T00:12:26.507855Z digest=sha256:bf48da14ca20e7994636754c1a445263434ffbf9087bf420c527894d8dca3f05

Observation f34d481a-3ee5-4f38-a85f-ee3084606513 · outbound

This paper cites Mitigating hallucination in large language models (LLMs): An application -oriented survey on RAG, reasoning, and agentic systems,.

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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source=pdf_text observed=2026-08-16T00:12:26.513190Z digest=sha256:687ef210a3b006c13457b4070da0313d6bbc0fdf3caff53918f04cc90a9c5466

Observation 5aa3bdb4-b6b8-4d6f-a276-829808a3e40b · outbound

This paper cites Tool learning with language models: A comprehensive survey of methods, pipelines, and benchmarks,.

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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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:12:26.518442Z digest=sha256:99af246524fcba578fa7c8cbd92f374c149a77aa294e6c2981bc619fee892dd3

Observation ec5743b9-fc5d-4705-b132-3cfe3dab7d10 · outbound

This paper cites Assessing consistency and reproducibility in the outputs of large language models: Evidence across diverse finance and accounting tasks,.

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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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:12:26.523780Z digest=sha256:1a6aeb2125ef53cd386a0249c7358b30e7871c393bee2b4380cb2bf8d93d5b12

Observation 10640c1b-3c18-420a-9385-432000b785b9 · outbound

This paper cites The fine art of fine - tuning: A structured review of advanced LLM fine-tuning techniques,.

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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source=pdf_text observed=2026-08-16T00:12:26.528447Z digest=sha256:2e298db443fccd09ed123a4f5099159e099827c057a22b379d43c82d9d8ba578

Observation 6358bda6-ae69-4317-ba78-d6db73b9f6a9 · outbound

This paper cites Unleashing the potential of prompt engineering for large language models,.

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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source=pdf_text observed=2026-08-16T00:12:26.532940Z digest=sha256:faddecda95db00c9b5cce50078293deef57a565906255f0d654e5f158e187d15

Observation 322cf728-f422-40c2-be89-3c99c3fb3b35 · outbound

This paper cites Empirical study on fine -tuning pre-trained large language models for fault diagnosis of complex systems,.

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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source=pdf_text observed=2026-08-16T00:12:26.538537Z digest=sha256:4ef7805da1dba04d52f5f67d6351324a5737ecc2f09385d0d1c0a8dcf65b5427

Observation 73394e3d-ec2a-41c2-99bc-6fe8a689fa7d · outbound

This paper cites Domain -specific large language models for fault diagnosis of heating, ventilation, and air conditioning systems by labeled -data-supervised fine-tuning,.

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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source=pdf_text observed=2026-08-16T00:12:26.544056Z digest=sha256:936badf646a610ac5cc6f006d66d3357e7c61c30aa170f47836b3bfefe4f245f

Observation d60ad21f-1c4e-4548-b5ad-18e5ad735fea · outbound

This paper cites FD-LLM: Large Language Model for Fault Diagnosis of Machines.

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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source=pdf_text observed=2026-08-16T00:12:26.548381Z digest=sha256:79168c5203d8d7a0294e598fd06cde7867f1a6ba327eb0e279cf3fd8f9a7505a

Observation 7aa59bf1-74d1-457d-ae2c-f9f8e3d186ab · outbound

This paper cites DiagLLM: Multimodal reasoning with large language model for explainable bearing fault diagnosis,.

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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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:12:26.553257Z digest=sha256:02aa0f76c1ee1925f5277bbe5e24198e1a3a70783f6f9f9e045f539e2b6df0aa

Observation 99cea28e-8b41-444e-ad95-8e4be7e7f7b7 · outbound

This paper cites FR-LLM: Multi-task large language model with signal- to-text encoding and adaptive optimization for joint fault diagnosis and RUL prediction,.

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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raw_fallback, observed 2026-08-16T00:12:28.226459Z

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.

source=pdf_text observed=2026-08-16T00:12:26.558451Z digest=sha256:d250facea4ae5db05a52092402cfb3cefca6a71ecbeb0ae1c7548cfbed3a17cf

Observation a4521856-b7d9-4971-9e53-43b68c726d5a · outbound

This paper cites Multimodal large language model- based fault detection and diagnosis in the context of Industry 4.0,.

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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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.

source=pdf_text observed=2026-08-16T00:12:26.562372Z digest=sha256:021865f3c53940466f7c0ccc87acf5f3cd19c5a3bf9ab567ab958c62fb2e3bfb

Observation c1cba7d5-aca2-4971-ba12-69fb1c5585c4 · outbound

This paper cites Exploring LLM -based agentic frameworks for fault diagnosis,.

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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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:12:26.566776Z digest=sha256:46db2858a2d28fd6d88c35bdfb95755895ce8c06ef3823150453ca614daad774

Observation eaad7b65-2a1b-449a-b42c-e655ce0967f2 · outbound

This paper cites Argos: Agentic Time-Series Anomaly Detection with Autonomous Rule Generation via Large Language Models.

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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source=pdf_text observed=2026-08-16T00:12:26.571229Z digest=sha256:bd9d4cf049ed8b4160a714d621c5f92178e3a1c7153d1366b3f7a571a0eb029b

Observation 108a782a-ce52-469f-9434-98dadb5eb3fd · outbound

This paper cites Intelligent fault diagnosis for CNC through the integration of large language models and domain knowledge graphs,.

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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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.

source=pdf_text observed=2026-08-16T00:12:26.576604Z digest=sha256:4620c43f95a53e11b5aafba7d9432dfd0412c160177cb2a4ee8d9556d650228f

Observation e0f0720a-f865-4f16-a589-c6162ede3500 · outbound

This paper cites Knowledge-graph-enhanced and LLM-guided fault diagnosis for VSC -HVDC systems,.

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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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.

source=pdf_text observed=2026-08-16T00:12:26.581000Z digest=sha256:c259280603262c90efc6eb53ee46b96a5e00a1638a6e170b1cc2c8b82195b9e7

Observation 980cf746-3f1c-4f5f-914b-a93994835b8c · outbound

This paper cites CTI-Thinker: An LLM -driven system for CTI knowledge graph construction and attack reasoning,.

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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source=pdf_text observed=2026-08-16T00:12:26.585804Z digest=sha256:da5d7d9e7fdb80cd669b7ba3eb2a6e4403fe48cd0cc3d0f71e1a0a3e038656ba

Observation ecb9ad25-f62e-47c8-869f-879f0e2a1b66 · outbound

This paper cites Reinforcement learning driven adaptive graph construction for fault diagnosis of chemical processes,.

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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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.

source=pdf_text observed=2026-08-16T00:12:26.590513Z digest=sha256:e456a07fae5d4c9d19bc0b83444b35843ecbf27fd8853ba2305fd2a96efd4549

Observation ba5a0534-d754-4225-bfeb-769fd53c0101 · outbound

This paper cites Domain-specific large language model-driven risk analysis of battery energy storage systems,.

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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raw_fallback, observed 2026-08-16T00:12:28.067921Z

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.

source=pdf_text observed=2026-08-16T00:12:26.595287Z digest=sha256:8386f4544bff19957897163d7149df273c9768f485e377a98e830432848d93d8

Observation af5a26d5-022f-4958-88f5-a9f094b4cfb3 · outbound

This paper cites Large Language Model Based Intelligent Fault Information Retrieval System for New Energy Vehicles,.

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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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:12:26.599805Z digest=sha256:497ecf94e524d4c146ecedb472402ffa2b19a8197cf726309a3e4457e8a94904

Observation 5efba149-2981-4f37-99d4-060489cd6d67 · outbound

This paper cites An automotive fault diagnosis framework based on knowledge graphs and large language models,.

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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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:12:26.604265Z digest=sha256:5dea75a2aa11acee351ba0615a9f597fb99a091b507699f6857d4e5dd1cd05a8

Observation db1e1c16-4da6-4cff-912e-a6a0a2e421a8 · outbound

This paper cites Joint knowledge graph and large language model for fault diagnosis and its application in aviation assembly,.

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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source=pdf_text observed=2026-08-16T00:12:26.608784Z digest=sha256:4b6420ba274f00845da8d9f655a47d666d479b2192f7c8e838acd0be94517e81

Observation 602e3221-c918-4e56-bc35-c9a941839a91 · outbound

This paper cites Text -augmented contrastive evaluation method: Pioneeringly achieving quantitative assessment for RAG -enhanced LLM of industrial fault diagnosis,.

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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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:12:26.613822Z digest=sha256:2fe9b1e7ae77f6ef17aa4a78f638dc22b178db4d8c2415030abd64bb26ac87dd

Observation 73abb2bd-bab9-40b6-a190-cbcfcda21977 · outbound

This paper cites Integrating large language models and knowledge graphs for system diagnostics,.

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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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.

source=pdf_text observed=2026-08-16T00:12:26.618881Z digest=sha256:5ea29e14d149a999546dffb789491ea25ee23e3de78c2a4c67f498a7c68bb07e

Observation 0c26b5bb-b754-4057-9f4e-b8f2bb73aa56 · outbound

This paper cites Large language models and data quality for knowledge graphs,.

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:12:26.623693Z digest=sha256:04c0dd1079aaf9f0f252d50802b5ad7a8867eb133e75f3a4c3fda039b3f2933b

Observation 1210116f-e33e-4ffe-a576-9b58c764cf3d · outbound

This paper cites Can LLMs be good graph judges for knowledge graph construction?,.

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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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:12:26.627921Z digest=sha256:7612b77831ac9efd9dff50768824068334085646e1839f01b8f6cfe8eaa92635

Observation 6fbcbae7-e0a2-4272-a4ab-11bcd1d007f2 · outbound

This paper cites A survey on spatio-temporal knowledge graph models,.

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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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.

source=pdf_text observed=2026-08-16T00:12:26.632619Z digest=sha256:b6993b10e394cfa5130bf22224ade6b83bb37c32b2a7978f87e932744edcb909

Observation 64996521-2d5b-4bdb-9ef4-8e75abce4f6f · outbound

This paper cites Neo4j GitHub repository,.

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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raw_fallback, observed 2026-08-16T00:12:29.034481Z

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.

source=pdf_text observed=2026-08-16T00:12:26.637139Z digest=sha256:6f925ef0d60c315dda10a479bde980ee504ab3f59484a2bf8e939772b2cc106e

Observation 4324f3a6-2024-4042-a786-80addeb0414e · outbound

This paper cites Exponential consensus ranking improves the outcome in docking and receptor ensemble docking,.

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

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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.

source=pdf_text observed=2026-08-16T00:12:26.641707Z digest=sha256:00b2cefeaae000b3a3865cbedfda98429015ec3159a8be7c59365eade946f753

Observation cd87b7bf-46ac-4702-94c5-5028df72bb85 · outbound

This paper cites Compliance as a trust metric,.

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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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.

source=pdf_text observed=2026-08-16T00:12:26.646528Z digest=sha256:a72d56409c0826d9c2051e85b684b05f126f6e0f54e96e1e3c52f7185cfd8e0e

Observation 1693c6a9-765a-4eb7-b9f6-c16f906f37bd · outbound

This paper cites an unresolved cited work.

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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unresolved
raw_fallback, observed 2026-08-16T00:12:29.017531Z

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.

source=pdf_text observed=2026-08-16T00:12:26.651585Z digest=sha256:61b3ca9f75d3f7bedf8e2e658d7f4da5dd388f00d9d2abf3d72c550c00f58739

Observation 845430d4-0246-4932-8624-26d3e3a7ae18 · outbound

This paper cites A new method for explicit modelling of single failure event within different common cause failure groups,.

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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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.

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Observation 59e5f87c-8ea1-4bba-8a0c-bd833ef71439 · outbound

This paper cites A pragmatic approach to estimate alpha factors for common cause failure analysis,.

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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verified exact
doi, observed 2026-08-16T00:12:26.724041Z

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Observation 1c95f5ad-e2aa-4444-9c8b-f7f6b7375f15 · outbound

This paper cites PRA importance measures for maintenance prioritization applications,.

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

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malformed identifier
doi_truncated, observed 2026-08-16T00:12:26.707609Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Pith citing papers

No inbound Pith citation observations are available.