{"as_of":"2026-08-18T01:06:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:be006132cbbf3af730cc4f1d5a8a013b1f82701ed6b98a49fd47b9cac1a8278e","coverage":[{"denominator":70,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":70,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-16T00:12:26.666560Z","state":"measured"},{"denominator":70,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":70,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-17T06:30:58.91139+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2608.12304/citation-record","integrity":"/paper/2608.12304/integrity","json":"/paper/2608.12304/citation-record.json","paper":"/paper/2608.12304"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1016/s0951-8320(98)00010-6","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.762669Z","title":"Mathematical foundations of event trees,","venue":null,"work_id":"7068e230-7e77-484c-bd06-f590ac6625fc","year":1998},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.329122Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:c4c301c0df10ef96d339df96f4f932d34ad983f119198ec29bfcdadbec067a50","observation_id":"77d48e47-19ab-429c-aba3-3ec603d3db3c","resolution":{"observed_at":"2026-08-16T00:12:27.767614Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"6924.1984","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:28.992194Z","title":"Fault Trees vs. Event Trees in Reliability Analysis,","venue":null,"work_id":"1b66a032-0b23-4650-bfb0-efa78ed5c53b","year":1984},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.334601Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:4b510e7e75c47633d3cfb010787ee4d83627a892a7c0f6d3304a44785bc6e584","observation_id":"0fa447c8-0778-4647-94cf-01c6f10f1791","resolution":{"observed_at":"2026-08-16T00:12:28.999554Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.340206Z","title":"An overview of fault tree analysis and its application in model based dependability analysis,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.340206Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:171feea66ef9fbd238f64112fbe353d8bdb07104473edeb710ac525067a606e8","observation_id":"99acbe5a-b1d4-42ae-8f48-e517f5148719","resolution":{"observed_at":"2026-08-16T00:12:26.340206Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.345371Z","title":"Fault tree analysis: A survey of the state-of-the-art in modeling, analysis and tools,","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.345371Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:8d11f0d7e8417200501acb69733f829644773db4ec22080cb27d02dad52daf5a","observation_id":"930a6544-5a9d-4097-a1ca-7654c8f3c71e","resolution":{"observed_at":"2026-08-16T00:12:26.345371Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1007/978-3-031-45918-4","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-17T11:03:46.409680Z","title":"Lind, Foundations for Functional Modeling of Technical Artefacts , Cham, Switzerland: Springer, 2024, doi: 10.1007/978-3-031-45918-4","venue":"Design research foundations","work_id":"edf1de8e-3fc5-4ded-92aa-84c57a17ec87","year":2024},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.351446Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:35a3dd2dbf2705ddf09d593d0e7fa29098f68e6cedf501f9632f6253eccd4c90","observation_id":"05f3d2c1-3786-412b-b16f-5348124dcabb","resolution":{"observed_at":"2026-08-16T00:12:27.731950Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:29.112531Z","title":"Functional modeling of complex systems using a GTST -MPLD framework,","venue":null,"work_id":"38361ac5-df81-4d2b-9f2a-b1aac9cc1bee","year":1993},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.356834Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:5a7c7fcba51dfaedd3cd07dea69179637644a82023372a07fb02666006ecb0e7","observation_id":"b1cabb3e-0c8c-40bf-84a0-2d61930fd9db","resolution":{"observed_at":"2026-08-16T00:12:29.117461Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.362028Z","title":"Evaluating system behavior through Dynamic Master Logic Diagram (DMLD) modeling,","venue":null,"work_id":null,"year":1999},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.362028Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:146999adb9410532c9bd70001c8361d8db34c71a2a734caeb59fc95154ffcd56","observation_id":"122c7e17-6e2b-4f74-a139-fb5c2dc11cb3","resolution":{"observed_at":"2026-08-16T00:12:26.362028Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1016/0967-0661(95)00211-5","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.700612Z","title":"Time -dependent system knowledge representation based on dynamic master logic diagrams,","venue":null,"work_id":"9903ba1f-ed3b-4da7-90fb-5512874276e3","year":1996},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.367066Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:1dd595aad0d40d287829402f80bf2a50e1b6c9b161ca9adf79507199b62341e3","observation_id":"0424ffc8-2492-47bd-bb7f-01314621cb66","resolution":{"observed_at":"2026-08-16T00:12:27.705878Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1007/978-3-7908-1866-","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.685299Z","title":"Logic -Based Hierarchies for Modeling Behavior of Complex Dynamic Systems with Applications,","venue":null,"work_id":"5c3b9394-30e9-4d99-99a9-69c8c52f05c5","year":2000},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.372306Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:a5be2a5fdb22aa219ddedaf9e547bd7ac1321e728830a8ad182c1356d0b116f1","observation_id":"e052bc05-305d-44c4-b0ba-a45c6ceb218c","resolution":{"observed_at":"2026-08-16T00:12:27.690383Z","resolver_source":"doi_truncated","status":"malformed_identifier"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1007/11540007_129","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-17T11:03:46.409680Z","title":"Apply Fuzzy -Logic-Based Functional-Center Hierarchies as Inference Engines for Self -Learning Manufacture Process Diagnoses,","venue":"Lecture notes in computer science","work_id":"57a53fc0-fed6-4da8-bf5e-3415ace8af83","year":2005},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.377123Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:81bc3a0358e75b92316711e8a778602c4d5c9ad41515c07cf36cc1ac49db5707","observation_id":"85b0a5ab-fc5f-4b31-ba41-098e429eb614","resolution":{"observed_at":"2026-08-16T00:12:27.674610Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2303.18223","last_updated":"2026-03-18T05:34:39Z","snapshot_observed_at":"2026-08-14T10:40:26.323157Z","submitted_at":"2023-03-31T17:28:46Z","title":"A Survey of Large Language Models","version":19},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.18223","snapshot_observed_at":"2026-08-16T00:12:26.381836Z","title":"A Survey of Large Language Models,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.381836Z"},"links":{"cited_paper":"/paper/2303.18223","citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:8fb15466502b23ca8d40cd8fb6f3dc2d90aa1f83ff95c720fd81c20d0fdb4d54","observation_id":"fd90c29b-f411-4b8d-abba-2dd3dd2f0fff","resolution":{"observed_at":"2026-08-16T00:12:26.381836Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.387216Z","title":"The Limitations of Large Language Models for Understanding Human Language and Cognition,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.387216Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:97a2ff266597fcb1a8147e0060ac4d0c2a9a239dfed265e1f86beeed6e411cf6","observation_id":"5f08f555-885d-4737-b810-453cf973eada","resolution":{"observed_at":"2026-08-16T00:12:26.387216Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1126/science.aej9814","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.625515Z","title":"Words vs. worlds,","venue":null,"work_id":"6ad06a8c-45b3-478d-a615-5ff4a3eab82e","year":2026},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.391649Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:4e3c743daa28760b2f702b1a285d1ab70c4703e369869018d1eafa8adcede217","observation_id":"513baebe-b67f-40fc-b07b-24616f59dfdb","resolution":{"observed_at":"2026-08-16T00:12:27.630550Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.3390/app15179428","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.609579Z","title":"Complex System Diagnostics Using a Knowledge Graph - Informed and Large Language Model -Enhanced Framework,","venue":null,"work_id":"f32e267f-1024-4d5f-8ec8-b3c9500f8cc9","year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.396257Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:1e293b9b103d337efeba4e20f3c40903f7ff1810240036dc4b9f559237a1421c","observation_id":"f05464da-9b42-4e45-b381-8ac04fa6031f","resolution":{"observed_at":"2026-08-16T00:12:27.614518Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.401680Z","title":"A Survey on Knowledge Graphs: Representation, Acquisition and Applications,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.401680Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:1cd72469172ab19275782c87a3f853795028fbabb3e34f486fd08690a3e36507","observation_id":"be46dda0-8908-45da-8715-87d4d93a3fcc","resolution":{"observed_at":"2026-08-16T00:12:26.401680Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.406628Z","title":"A new risk assessment method based on belief rule base and fault tree analysis,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.406628Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:d7e9828f78a94e2f5f8af760a60390ac237063e67155257bb220d35e30bd9af3","observation_id":"1931cd44-3ed7-47fb-97b1-feabea8a045e","resolution":{"observed_at":"2026-08-16T00:12:26.406628Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.411211Z","title":"Complex system reliability modelling with Dynamic Object Oriented Bayesian Networks (DOOBN),","venue":null,"work_id":null,"year":2006},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.411211Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:7e26817e85c3721071fca5b09b0ec84f179b8517fe1ee389ac897714ec122096","observation_id":"0937d774-38ff-409b-a94a-5d720bc362a6","resolution":{"observed_at":"2026-08-16T00:12:26.411211Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.416014Z","title":"Function -centered modeling of engineering systems using the goal tree–success tree technique and functional primitives,","venue":null,"work_id":null,"year":1999},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.416014Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:2f24e5c037412ff7db66b3fa16244e8a04be3d5b53d26b7928c22c306111f4c3","observation_id":"97a7a0bd-24e4-4c61-902d-e2305b27d9a3","resolution":{"observed_at":"2026-08-16T00:12:26.416014Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.421591Z","title":"Challenges in Functional Modelling for Safety and Risk Analysis,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.421591Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:ace6879371e6fa3e7e3954637a1d61b317b8f994e3b039ee3fba1d366c7bc995","observation_id":"708f93e1-2062-4d0f-ab54-f9dfa82b2863","resolution":{"observed_at":"2026-08-16T00:12:26.421591Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.426712Z","title":"Functional modeling of complex systems with applications,","venue":null,"work_id":null,"year":1999},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.426712Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:158cbccccfb7dc7a192e80fac3c806a475ca902ef5ac592cca8f42aec7a58879","observation_id":"24124075-5d32-4976-870b-6bf2d6efbcb3","resolution":{"observed_at":"2026-08-16T00:12:26.426712Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.431580Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.431580Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:3c141934c6e9c9a6fd68a1035b5bac906319080cbea8b1bb26c33918b2c7de83","observation_id":"0f2d3845-99b7-40cb-8669-29ef4b842f2b","resolution":{"observed_at":"2026-08-16T00:12:26.431580Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1016/0951-8320(89)90088-4","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.550036Z","title":"GOTRES: An expert system for fault detection and analysis,","venue":null,"work_id":"2499ae80-b226-41f9-afee-2f3608d8052c","year":1989},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.435867Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:2dd98d2e5d319385ed4c3455f63045c671265277c886080fd7da5070531c2a07","observation_id":"f45128c6-6d63-46b8-a6ec-369c9f4e6a31","resolution":{"observed_at":"2026-08-16T00:12:27.556118Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.441243Z","title":"Dynamic Reliability Assessment of Cyber-Physical Energy Systems (CPESs) by GTST-MLD,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.441243Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:5d478a680609055ad9602c15fd7822f8406f39ed1b33d94b0bd020f90e996fd5","observation_id":"4cd56fd4-89f2-4bad-bde9-a91f8675d2c7","resolution":{"observed_at":"2026-08-16T00:12:26.441243Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:29.097349Z","title":"Reactor safety assessment systems: Summary of methods and experience,","venue":null,"work_id":"34a7348c-4e84-400c-a367-cd19adce1257","year":1996},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.445538Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:689371841b83aa2cd5eb5a4693ed5bd267fdee15bae877367c2efafc4cc44b26","observation_id":"fb19c4eb-67b7-4f0d-8087-f204782223c6","resolution":{"observed_at":"2026-08-16T00:12:29.102465Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.450022Z","title":"Extended GTST-MLD for aerospace system safety analysis,","venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.450022Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:23871c3174fcce5d6085187e0d7ae8baf82600d916bfb1a416f1435f9e90c817","observation_id":"30760164-b69b-43a3-9b2c-ce205e5fabc4","resolution":{"observed_at":"2026-08-16T00:12:26.450022Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1016/0169-8141(95)00061-5","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.533011Z","title":"A methodology for the construction of safety-oriented advisory systems for operators,","venue":null,"work_id":"dd71cc56-6342-4146-ada6-ea2ec8289659","year":1996},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.454652Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:502b75a0d2dd4153782754665ca6250adcabc53d567c0be2efcd1f2cb3aebdc8","observation_id":"415d031e-380c-4fcb-94af-832b4ea62efd","resolution":{"observed_at":"2026-08-16T00:12:27.538998Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.459845Z","title":"Reliability analysis of smart pressure transmitter,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.459845Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:403808d2ac7cfb49cdb73d5e7adf14fa9f97656efc318fecbbb56626c26f0e83","observation_id":"e95c7f34-59a7-4353-8a30-b6ad2e1cff8b","resolution":{"observed_at":"2026-08-16T00:12:26.459845Z","resolver_source":null,"status":"malformed_identifier"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.464680Z","title":"Reliability assessment of generic geared wind turbines by GTST-MLD model and Monte Carlo simulation,","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.464680Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:d9d59a03b40fbc9ff4e99f45ccbc1de0019ea6df8c7c2f0d1eab22b2ee64d331","observation_id":"1ead5652-630c-4e47-888b-a80cd237482c","resolution":{"observed_at":"2026-08-16T00:12:26.464680Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:29.080445Z","title":"Reliability study of an intelligent transmitter,","venue":null,"work_id":"fde5e816-eb18-40d4-8894-875520d14bba","year":2009},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.469464Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:067a3eed73b60510df862f29c3e81657c769dbce14114b4e2474a2961eddfe32","observation_id":"84ca786c-e693-4c59-b5df-a0f367a0d034","resolution":{"observed_at":"2026-08-16T00:12:29.085900Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:29.062637Z","title":"Software development life cycle model to ensure software quality,","venue":null,"work_id":"513113cf-fc1f-42c8-a022-d4ecd529058a","year":1998},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.473785Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:c2ecfb32d1fceb200bbc3a88888292507187625c0ec525c0679e3c88226599c6","observation_id":"5ae50eb7-631d-4728-a1a4-818dd126dc1d","resolution":{"observed_at":"2026-08-16T00:12:29.067996Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:29.045748Z","title":"Fuzzy hierarchical modeling for business environment scanning and decision making,","venue":null,"work_id":"0663ff9c-3b4f-4b9a-b2fc-74113c25154c","year":2008},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.478500Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:79f41617ccb81cae25ecee70b782a9949eab10416ae25e8af86259d8315414d4","observation_id":"002940f9-0c2a-4ed9-8afe-d4e8c43c00d4","resolution":{"observed_at":"2026-08-16T00:12:29.051451Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.484218Z","title":"A methodology to perform dynamic risk assessment using system theory and modeling and simulation: Application to nuclear batteries,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.484218Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:aaeca36100c8d7c197d406ba7b13694b6f11f5ca1fe109544f20ac577c182e7e","observation_id":"ac5b33a2-0abc-4917-8e63-db732ca687fe","resolution":{"observed_at":"2026-08-16T00:12:26.484218Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.488532Z","title":"An examination of the use of large language models to aid analysis of textual data,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.488532Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:ae5004a010a567a0a67dfbdeeeb1bd945190f9e00b3ce740a1f8d85840b5b881","observation_id":"d32839f1-ad52-4920-9150-25f193b9d377","resolution":{"observed_at":"2026-08-16T00:12:26.488532Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.492891Z","title":"Structured information extraction from scientific text with large language models,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.492891Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:7eb7d4fc5faf9cdd2ff504cbb9f879851d52dfda5d8dde6f022f07853b1b2fed","observation_id":"1f47f9ff-f7c1-45d5-a690-975c3c0b9fc4","resolution":{"observed_at":"2026-08-16T00:12:26.492891Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.498754Z","title":"A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.498754Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:ef72b11886696e46294d0225d8f955c85e5a92f9b703f43f509b1c5af081a88a","observation_id":"bd884fc5-2a96-4437-9b15-9160077a10c7","resolution":{"observed_at":"2026-08-16T00:12:26.498754Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.503443Z","title":"Detecting hallucinations in large language models using semantic entropy,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.503443Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:8f81aad26cac9947bfdd1f839d0380e3938bbf7f86f8bb66aa2fd09ad19572be","observation_id":"c2b3a1bf-6ba7-4870-9790-d7720b07ff75","resolution":{"observed_at":"2026-08-16T00:12:26.503443Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.10997","last_updated":"2024-03-27T09:16:57Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-12-18T07:47:33Z","title":"Retrieval-Augmented Generation for Large Language Models: A Survey","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.10997","snapshot_observed_at":"2026-08-16T00:12:26.507855Z","title":"Retrieval-augmented generation for large language models: A survey,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.507855Z"},"links":{"cited_paper":"/paper/2312.10997","citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:bf48da14ca20e7994636754c1a445263434ffbf9087bf420c527894d8dca3f05","observation_id":"c3be0f73-8f0d-4ca1-a6ca-f74ebd2aa532","resolution":{"observed_at":"2026-08-16T00:12:26.507855Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.513190Z","title":"Mitigating hallucination in large language models (LLMs): An application -oriented survey on RAG, reasoning, and agentic systems,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.513190Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:687ef210a3b006c13457b4070da0313d6bbc0fdf3caff53918f04cc90a9c5466","observation_id":"f34d481a-3ee5-4f38-a85f-ee3084606513","resolution":{"observed_at":"2026-08-16T00:12:26.513190Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1007/s44336-025-00024-x","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.367800Z","title":"Tool learning with language models: A comprehensive survey of methods, pipelines, and benchmarks,","venue":null,"work_id":"28bc3c0e-3089-411e-b467-e8afeef43268","year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.518442Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:99af246524fcba578fa7c8cbd92f374c149a77aa294e6c2981bc619fee892dd3","observation_id":"5aa3bdb4-b6b8-4d6f-a276-829808a3e40b","resolution":{"observed_at":"2026-08-16T00:12:27.372567Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.2139/ssrn.5189069","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.351504Z","title":"Assessing consistency and reproducibility in the outputs of large language models: Evidence across diverse finance and accounting tasks,","venue":null,"work_id":"530c9e00-1b15-4759-99f3-2ab47256a3d9","year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.523780Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:1a6aeb2125ef53cd386a0249c7358b30e7871c393bee2b4380cb2bf8d93d5b12","observation_id":"ec5743b9-fc5d-4705-b132-3cfe3dab7d10","resolution":{"observed_at":"2026-08-16T00:12:27.356539Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.528447Z","title":"The fine art of fine - tuning: A structured review of advanced LLM fine-tuning techniques,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.528447Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:2e298db443fccd09ed123a4f5099159e099827c057a22b379d43c82d9d8ba578","observation_id":"10640c1b-3c18-420a-9385-432000b785b9","resolution":{"observed_at":"2026-08-16T00:12:26.528447Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.532940Z","title":"Unleashing the potential of prompt engineering for large language models,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.532940Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:faddecda95db00c9b5cce50078293deef57a565906255f0d654e5f158e187d15","observation_id":"6358bda6-ae69-4317-ba78-d6db73b9f6a9","resolution":{"observed_at":"2026-08-16T00:12:26.532940Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.538537Z","title":"Empirical study on fine -tuning pre-trained large language models for fault diagnosis of complex systems,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.538537Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:4ef7805da1dba04d52f5f67d6351324a5737ecc2f09385d0d1c0a8dcf65b5427","observation_id":"322cf728-f422-40c2-be89-3c99c3fb3b35","resolution":{"observed_at":"2026-08-16T00:12:26.538537Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.544056Z","title":"Domain -specific large language models for fault diagnosis of heating, ventilation, and air conditioning systems by labeled -data-supervised fine-tuning,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.544056Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:936badf646a610ac5cc6f006d66d3357e7c61c30aa170f47836b3bfefe4f245f","observation_id":"73394e3d-ec2a-41c2-99bc-6fe8a689fa7d","resolution":{"observed_at":"2026-08-16T00:12:26.544056Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.01218","last_updated":"2024-12-02T07:36:35Z","snapshot_observed_at":"2026-08-13T17:30:20.250455Z","submitted_at":"2024-12-02T07:36:35Z","title":"FD-LLM: Large Language Model for Fault Diagnosis of Machines","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.01218","snapshot_observed_at":"2026-08-16T00:12:26.548381Z","title":"FD-LLM: Large language model for fault diagnosis of machines,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.548381Z"},"links":{"cited_paper":"/paper/2412.01218","citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:79168c5203d8d7a0294e598fd06cde7867f1a6ba327eb0e279cf3fd8f9a7505a","observation_id":"d60ad21f-1c4e-4548-b5ad-18e5ad735fea","resolution":{"observed_at":"2026-08-16T00:12:26.548381Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1007/s11432-024-4333-7","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.319583Z","title":"DiagLLM: Multimodal reasoning with large language model for explainable bearing fault diagnosis,","venue":null,"work_id":"a06c9cd2-6181-4c6a-aba0-de930ece9cc3","year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.553257Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:02aa0f76c1ee1925f5277bbe5e24198e1a3a70783f6f9f9e045f539e2b6df0aa","observation_id":"7aa59bf1-74d1-457d-ae2c-f9f8e3d186ab","resolution":{"observed_at":"2026-08-16T00:12:27.324407Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2025.11209","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:28.217970Z","title":"FR-LLM: Multi-task large language model with signal- to-text encoding and adaptive optimization for joint fault diagnosis and RUL prediction,","venue":null,"work_id":"d0779c29-d242-45a9-8469-9e85d3d319df","year":2026},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.558451Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:d250facea4ae5db05a52092402cfb3cefca6a71ecbeb0ae1c7548cfbed3a17cf","observation_id":"99cea28e-8b41-444e-ad95-8e4be7e7f7b7","resolution":{"observed_at":"2026-08-16T00:12:28.226459Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.3390/electronics13244912","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.303185Z","title":"Multimodal large language model- based fault detection and diagnosis in the context of Industry 4.0,","venue":null,"work_id":"0f5f51c9-e70b-4daf-a0d4-c9fb9cb0fe54","year":2024},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.562372Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:021865f3c53940466f7c0ccc87acf5f3cd19c5a3bf9ab567ab958c62fb2e3bfb","observation_id":"a4521856-b7d9-4971-9e53-43b68c726d5a","resolution":{"observed_at":"2026-08-16T00:12:27.308975Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.36001/phmconf.2025.v17i1.4350","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.287954Z","title":"Exploring LLM -based agentic frameworks for fault diagnosis,","venue":null,"work_id":"39df4a0e-e395-44de-b5db-40086fc9b8ee","year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.566776Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:46db2858a2d28fd6d88c35bdfb95755895ce8c06ef3823150453ca614daad774","observation_id":"c1cba7d5-aca2-4971-ba12-69fb1c5585c4","resolution":{"observed_at":"2026-08-16T00:12:27.292789Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2501.14170","last_updated":"2025-01-24T01:38:37Z","snapshot_observed_at":"2026-08-15T05:15:59.334529Z","submitted_at":"2025-01-24T01:38:37Z","title":"Argos: Agentic Time-Series Anomaly Detection with Autonomous Rule Generation via Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.14170","snapshot_observed_at":"2026-08-16T00:12:26.571229Z","title":"Argos: Agentic time-series anomaly detection with autonomous rule generation via large language models,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.571229Z"},"links":{"cited_paper":"/paper/2501.14170","citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:bd9d4cf049ed8b4160a714d621c5f92178e3a1c7153d1366b3f7a571a0eb029b","observation_id":"eaad7b65-2a1b-449a-b42c-e655ce0967f2","resolution":{"observed_at":"2026-08-16T00:12:26.571229Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1016/j.eng.2025.04.003","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.256191Z","title":"Intelligent fault diagnosis for CNC through the integration of large language models and domain knowledge graphs,","venue":null,"work_id":"b0dabb47-16cf-4cbf-86de-698948c96940","year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.576604Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:4620c43f95a53e11b5aafba7d9432dfd0412c160177cb2a4ee8d9556d650228f","observation_id":"108a782a-ce52-469f-9434-98dadb5eb3fd","resolution":{"observed_at":"2026-08-16T00:12:27.261822Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1063/5.0309229","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.239649Z","title":"Knowledge-graph-enhanced and LLM-guided fault diagnosis for VSC -HVDC systems,","venue":null,"work_id":"f3a59904-683b-4c73-9fe0-95dd9a0930f8","year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.581000Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:c259280603262c90efc6eb53ee46b96a5e00a1638a6e170b1cc2c8b82195b9e7","observation_id":"e0f0720a-f865-4f16-a589-c6162ede3500","resolution":{"observed_at":"2026-08-16T00:12:27.244997Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.585804Z","title":"CTI-Thinker: An LLM -driven system for CTI knowledge graph construction and attack reasoning,","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.585804Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:da5d7d9e7fdb80cd669b7ba3eb2a6e4403fe48cd0cc3d0f71e1a0a3e038656ba","observation_id":"980cf746-3f1c-4f5f-914b-a93994835b8c","resolution":{"observed_at":"2026-08-16T00:12:26.585804Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2025.11178","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:28.143552Z","title":"Reinforcement learning driven adaptive graph construction for fault diagnosis of chemical processes,","venue":null,"work_id":"10f62b0f-21b3-499f-8c4e-cb2122d5becd","year":2026},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.590513Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:e456a07fae5d4c9d19bc0b83444b35843ecbf27fd8853ba2305fd2a96efd4549","observation_id":"ecb9ad25-f62e-47c8-869f-879f0e2a1b66","resolution":{"observed_at":"2026-08-16T00:12:28.151310Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2026.11241","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:28.060122Z","title":"Domain-specific large language model-driven risk analysis of battery energy storage systems,","venue":null,"work_id":"ed42366c-f5ea-47ff-8987-45aee149e3be","year":2026},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.595287Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:8386f4544bff19957897163d7149df273c9768f485e377a98e830432848d93d8","observation_id":"ba5a0534-d754-4225-bfeb-769fd53c0101","resolution":{"observed_at":"2026-08-16T00:12:28.067921Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.3390/app15074034","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.209450Z","title":"Large Language Model Based Intelligent Fault Information Retrieval System for New Energy Vehicles,","venue":null,"work_id":"76065306-6558-475d-a1af-a3572c900c47","year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.599805Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:497ecf94e524d4c146ecedb472402ffa2b19a8197cf726309a3e4457e8a94904","observation_id":"af5a26d5-022f-4958-88f5-a9f094b4cfb3","resolution":{"observed_at":"2026-08-16T00:12:27.215280Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.3390/electronics14214180","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.193334Z","title":"An automotive fault diagnosis framework based on knowledge graphs and large language models,","venue":null,"work_id":"a55c1876-ac18-44c8-a772-8f8da196c146","year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.604265Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:5dea75a2aa11acee351ba0615a9f597fb99a091b507699f6857d4e5dd1cd05a8","observation_id":"5efba149-2981-4f37-99d4-060489cd6d67","resolution":{"observed_at":"2026-08-16T00:12:27.198471Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.608784Z","title":"Joint knowledge graph and large language model for fault diagnosis and its application in aviation assembly,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.608784Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:4b6420ba274f00845da8d9f655a47d666d479b2192f7c8e838acd0be94517e81","observation_id":"db1e1c16-4da6-4cff-912e-a6a0a2e421a8","resolution":{"observed_at":"2026-08-16T00:12:26.608784Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.2139/ssrn.5146755","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.177671Z","title":"Text -augmented contrastive evaluation method: Pioneeringly achieving quantitative assessment for RAG -enhanced LLM of industrial fault diagnosis,","venue":null,"work_id":"8d1777e6-7e56-4329-a0b4-8ad37dfa610c","year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.613822Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:2fe9b1e7ae77f6ef17aa4a78f638dc22b178db4d8c2415030abd64bb26ac87dd","observation_id":"602e3221-c918-4e56-bc35-c9a941839a91","resolution":{"observed_at":"2026-08-16T00:12:27.183429Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"0514.2026","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.900442Z","title":"Integrating large language models and knowledge graphs for system diagnostics,","venue":null,"work_id":"d051002d-dcdf-4f3f-abe8-0767b8b19f1e","year":2026},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.618881Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:5ea29e14d149a999546dffb789491ea25ee23e3de78c2a4c67f498a7c68bb07e","observation_id":"73abb2bd-bab9-40b6-a190-cbcfcda21977","resolution":{"observed_at":"2026-08-16T00:12:27.908286Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.623693Z","title":"Large language models and data quality for knowledge graphs,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.623693Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:04c0dd1079aaf9f0f252d50802b5ad7a8867eb133e75f3a4c3fda039b3f2933b","observation_id":"0c26b5bb-b754-4057-9f4e-b8f2bb73aa56","resolution":{"observed_at":"2026-08-16T00:12:26.623693Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.48550/arxiv.2411.17388","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.160450Z","title":"Can LLMs be good graph judges for knowledge graph construction?,","venue":null,"work_id":"916f1ef7-f8e1-42fc-8144-07c31335cef8","year":2024},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.627921Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:7612b77831ac9efd9dff50768824068334085646e1839f01b8f6cfe8eaa92635","observation_id":"1210116f-e33e-4ffe-a576-9b58c764cf3d","resolution":{"observed_at":"2026-08-16T00:12:27.167135Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.48550/arxiv.2512.16487","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:27.057324Z","title":"A survey on spatio-temporal knowledge graph models,","venue":null,"work_id":"ba7e6646-d686-42bc-9ab3-986de1ef5572","year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.632619Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:b6993b10e394cfa5130bf22224ade6b83bb37c32b2a7978f87e932744edcb909","observation_id":"6fbcbae7-e0a2-4272-a4ab-11bcd1d007f2","resolution":{"observed_at":"2026-08-16T00:12:27.085348Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:29.029528Z","title":"Neo4j GitHub repository,","venue":null,"work_id":"8c413a38-d6a6-4c6c-a859-12cfd2039603","year":2025},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.637139Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:6f925ef0d60c315dda10a479bde980ee504ab3f59484a2bf8e939772b2cc106e","observation_id":"64996521-2d5b-4bdb-9ef4-8e75abce4f6f","resolution":{"observed_at":"2026-08-16T00:12:29.034481Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1038/s41598-019-41594-3","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.862813Z","title":"Exponential consensus ranking improves the outcome in docking and receptor ensemble docking,","venue":null,"work_id":"33c45c23-ae69-430c-b502-f2ebc8bc483f","year":2019},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.641707Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:00b2cefeaae000b3a3865cbedfda98429015ec3159a8be7c59365eade946f753","observation_id":"4324f3a6-2024-4042-a786-80addeb0414e","resolution":{"observed_at":"2026-08-16T00:12:26.868371Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.48550/arxiv.2601.01287","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.845631Z","title":"Compliance as a trust metric,","venue":null,"work_id":"a022dd59-0072-40b7-a1bd-322e21a594fd","year":2026},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.646528Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:a72d56409c0826d9c2051e85b684b05f126f6e0f54e96e1e3c52f7185cfd8e0e","observation_id":"cd87b7bf-46ac-4702-94c5-5028df72bb85","resolution":{"observed_at":"2026-08-16T00:12:26.850622Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:29.011695Z","title":null,"venue":null,"work_id":"6846846c-628a-44e3-830d-db11adbcae93","year":1983},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.651585Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:61b3ca9f75d3f7bedf8e2e658d7f4da5dd388f00d9d2abf3d72c550c00f58739","observation_id":"1693c6a9-765a-4eb7-b9f6-c16f906f37bd","resolution":{"observed_at":"2026-08-16T00:12:29.017531Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1016/j.ress.2012.03.009","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.734193Z","title":"A new method for explicit modelling of single failure event within different common cause failure groups,","venue":null,"work_id":"13fc8704-0c55-465e-be4c-13ef8dc5127b","year":2012},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":68,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.656223Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:7ce51078c1d1b9e720471618e5b31100c33e2aa1359265eb46f798000ea0b09e","observation_id":"845430d4-0246-4932-8624-26d3e3a7ae18","resolution":{"observed_at":"2026-08-16T00:12:26.740410Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1016/j.anucene.2013.07.053","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.718465Z","title":"A pragmatic approach to estimate alpha factors for common cause failure analysis,","venue":null,"work_id":"2b4d1271-cf73-405f-83f7-e70e76284a56","year":2014},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.661265Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:11b9ff103c73e64a7ccf8f9f3f48bb28a795b6bcd3165de36b50ce61a932311e","observation_id":"59e5f87c-8ea1-4bba-8a0c-bd833ef71439","resolution":{"observed_at":"2026-08-16T00:12:26.724041Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1016/0951","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T00:12:26.700746Z","title":"PRA importance measures for maintenance prioritization applications,","venue":null,"work_id":"90907e76-281a-47c3-b7e6-d7c54c55dbb3","year":1994},"citing_paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models","version":1},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-08-16T00:12:26.666560Z"},"links":{"citing_paper":"/paper/2608.12304"},"observation_digest":"sha256:127c645d3c554f901efbc2ca29fc339b34e29acfc608b58a9600b6f526da61a0","observation_id":"1c95f5ad-e2aa-4444-9c8b-f7f6b7375f15","resolution":{"observed_at":"2026-08-16T00:12:26.707609Z","resolver_source":"doi_truncated","status":"malformed_identifier"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2608.12304","last_updated":"2026-08-12T17:50:39Z","latest_version":1,"primary_category":"cs.AI","snapshot_observed_at":"2026-08-17T04:57:11.481149Z","submitted_at":"2026-08-12T17:50:39Z","title":"Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models"},"reference_resolution":{"displayed":70,"state_counts":{"malformed_identifier":3,"metadata_mismatch":3,"parse_uncertain":0,"unresolved":32,"verified_exact":26,"verified_fuzzy":6},"total_outbound_references":70},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"thesis":"As of 18 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 0 inbound Pith citation observations for arXiv:2608.12304."}