Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T15:09:07.743904Z
Paper Citation Record · LEDGER
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance
As of 7 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2508.20420.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-12T01:00:13.017290Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-12T08:31:25.884163Z
Reference resolution
29 of 29 outbound references displayed
- verified exact4
- verified fuzzy10
- unresolved8
- parse uncertain0
- malformed identifier2
- metadata mismatch5
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6fef861c-5b5f-4f6c-9000-09a38f3999d7 · outbound
This paper cites Scheduling challenges within maintenance repair and overhaul operations in the civil aviation sector.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Scheduling challenges within maintenance repair and overhaul operations in the civil aviation sector
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T15:09:08.668943Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8d6dbdf2-de13-4547-bc38-156049d32bdc · outbound
This paper cites Integrating LLMs for Explainable Fault Diagnosis in Complex Systems.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Integrating LLMs for Explainable Fault Diagnosis in Complex Systems
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:09:07.639590Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b5479cc-f818-4e4a-bc25-a9033ade0a7e · outbound
This paper cites A quantitative and qualitative evaluation of llm-based explainable fault localization.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance A quantitative and qualitative evaluation of llm-based explainable fault localization
Reference 3
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-05T15:09:07.643529Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 689a25e0-b866-4573-8343-575c011de85c · outbound
This paper cites Cost-effectiveness of structural health monitoring in fuselage maintenance of the civil aviation industry.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Cost-effectiveness of structural health monitoring in fuselage maintenance of the civil aviation industry
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T15:09:08.660445Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2209a59c-dd8d-4b86-ac27-bebc3023463b · outbound
This paper cites Estimate and Replace: A Novel Approach to Integrating Deep Neural Networks with Existing Applications.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Estimate and Replace: A Novel Approach to Integrating Deep Neural Networks with Existing Applications
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:09:07.651340Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22647167-bf6c-49a8-ba07-53d8a36c6384 · outbound
This paper cites Evaluating large language models for real-world engineering tasks.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Evaluating large language models for real-world engineering tasks
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T15:09:08.651939Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1e9025e8-0a5c-4652-9077-e139c72420b6 · outbound
This paper cites Applied research on an aircraft maintenance assistant based on a large language model.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Applied research on an aircraft maintenance assistant based on a large language model
Reference 7
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-05T15:09:08.471575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 38e7b730-1a70-488c-96e8-2b0831bf3531 · outbound
This paper cites A multi-agent approach to fault localization via graph-based retrieval and reflexion.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance A multi-agent approach to fault localization via graph-based retrieval and reflexion
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T15:09:08.642921Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4138940e-ef6c-4026-88d9-7904fad187b0 · outbound
This paper cites A systematic survey and critical review on evaluating large language models: Challenges, limitations, and recommendations.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance A systematic survey and critical review on evaluating large language models: Challenges, limitations, and recommendations
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:09:07.668765Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09e80150-4960-41d6-8f56-795436cccbd0 · outbound
This paper cites FD-LLM: Large language model for fault diagnosis of machines.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance FD-LLM: Large language model for fault diagnosis of machines
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:09:07.672687Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbac4708-258f-44e2-bf2b-36add5863588 · outbound
This paper cites LLM Evaluation Based on Aerospace Manufacturing Expertise: Automated Generation and Multi-Model Question Answering.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance LLM Evaluation Based on Aerospace Manufacturing Expertise: Automated Generation and Multi-Model Question Answering
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T15:09:08.316850Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 306bcf60-7293-42fd-959f-8735810924fd · outbound
This paper cites Joint knowledge graph and large language model for fault diagnosis and its application in aviation assembly.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Joint knowledge graph and large language model for fault diagnosis and its application in aviation assembly
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T15:09:08.627753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bbd82ffd-7d65-4e69-9368-9945b073e4d1 · outbound
This paper cites Aviation language understanding evaluation (alue)–large language model benchmark with aviation datasets.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Aviation language understanding evaluation (alue)–large language model benchmark with aviation datasets
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T15:09:08.618073Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4878aba3-2dbb-47d0-93ec-66b0b0fe9793 · outbound
This paper cites Cellmea:a collaboratively enhanced large language model-based entity alignment for aircraft fault maintenance.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Cellmea:a collaboratively enhanced large language model-based entity alignment for aircraft fault maintenance
Reference 14
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-05T15:09:08.232354Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0afb3e56-65f1-4034-b8da-fcc1e26a66fa · outbound
This paper cites Aviation safety qa dataset for extracting knowledge from incident reports.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Aviation safety qa dataset for extracting knowledge from incident reports
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T15:09:08.608791Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9c4243b3-60b3-4464-87bf-6295ab8df760 · outbound
This paper cites Cast-eval: A domain-specific benchmark for large language models in civil aviation safety.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Cast-eval: A domain-specific benchmark for large language models in civil aviation safety
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T15:09:08.599859Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a39deb74-09e6-46bc-8d3c-aeaca2c2cde9 · outbound
This paper cites Implementation of a large language model for the interpretation of the colombian aeronautical regulations.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Implementation of a large language model for the interpretation of the colombian aeronautical regulations
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T15:09:08.591033Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cb2f1b98-02c5-4a50-b211-98e5e4845f0c · outbound
This paper cites Towards enhancing aviation safety through advanced incident analysis using large language models.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Towards enhancing aviation safety through advanced incident analysis using large language models
Reference 18
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-05T15:09:08.163470Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 592582b8-fb62-4bbf-8539-25143bde5e09 · outbound
This paper cites Retrieval-augmented generation and in-context prompted large language models in aircraft engineering.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Retrieval-augmented generation and in-context prompted large language models in aircraft engineering
Reference 19
- Resolution
- verified exact
- doi, observed 2026-08-05T15:09:07.797647Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4ddc5beb-7af6-4ff9-abbe-8c8dd62b1588 · outbound
This paper cites Benchmarking the Capabilities of Large Language Models in Transportation System Engineering: Accuracy, Consistency, and Reasoning Behaviors.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Benchmarking the Capabilities of Large Language Models in Transportation System Engineering: Accuracy, Consistency, and Reasoning Behaviors
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:09:07.711671Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e5fbdf8-6989-4dbc-afba-54002ad7b1d5 · outbound
This paper cites Assessing Large Language Models in Mechanical Engineering Education: A Study on Mechanics-Focused Conceptual Understanding.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Assessing Large Language Models in Mechanical Engineering Education: A Study on Mechanics-Focused Conceptual Understanding
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:09:07.715373Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1dfd4284-cc4c-42f8-8065-0eaa6dc658d0 · outbound
This paper cites Generating troubleshooting trees for industrial equipment using large language models (llm).
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Generating troubleshooting trees for industrial equipment using large language models (llm)
Reference 22
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-05T15:09:08.069973Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b42dba06-160f-47e1-adf8-7deebe4e1f74 · outbound
This paper cites AviationLLM: An LLM-based Knowledge System for Aviation Training.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance AviationLLM: An LLM-based Knowledge System for Aviation Training
Reference 23
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T15:09:07.982742Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0fcda03a-19f2-41ee-9e2d-6c246a546547 · outbound
This paper cites A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and Recommendations.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and Recommendations
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:09:07.727259Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3b23381-de31-481d-8a88-41d5ec4001b7 · outbound
This paper cites An intelligent guided troubleshooting method for aircraft based on HybirdRAG.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance An intelligent guided troubleshooting method for aircraft based on HybirdRAG
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T15:09:08.581713Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 31dc1323-ef8f-491f-94ef-ce74cbbdd55a · outbound
This paper cites A retrieval-augmented generation-based method for aviation ac- cident data analysis.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance A retrieval-augmented generation-based method for aviation ac- cident data analysis
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:09:07.735304Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1dbaa1e6-71c1-4580-86eb-c7a7174ffe62 · outbound
This paper cites Empirical study on fine-tuning pre-trained large language models for fault diagnosis of complex systems.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Empirical study on fine-tuning pre-trained large language models for fault diagnosis of complex systems
Reference 27
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-05T15:09:07.880918Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9693f776-24c7-4d64-806f-d8582017c8c3 · outbound
This paper cites Application of reliability technologies in civil aviation: Lessons learnt and perspectives.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Application of reliability technologies in civil aviation: Lessons learnt and perspectives
Reference 28
- Resolution
- verified exact
- doi, observed 2026-08-05T15:09:07.776807Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f0114cef-da3b-4b3b-a0f6-eeacc4236450 · outbound
This paper cites an unresolved cited work.
CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance Unresolved cited work
Reference 2024
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-05T15:09:08.300904Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
Observation cda804e2-4717-4c81-81ff-41de6229b05f · inbound
DiagnosticIQ: A Benchmark for LLM-Based Industrial Maintenance Action Recommendation from Symbolic Rules cites this paper.
DiagnosticIQ: A Benchmark for LLM-Based Industrial Maintenance Action Recommendation from Symbolic Rules CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance
Reference 46
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T08:31:25.886703Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.