Paper Citation Record · LEDGER

FD-LLM: Large Language Model for Fault Diagnosis of Machines

As of 17 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 4 inbound Pith citation observations for arXiv:2412.01218.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.01218 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:37:42.608600Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

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

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:12:26.548381Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T18:11:05.227190Z

Reference resolution

39 of 39 outbound references displayed

verified exact3
verified fuzzy2
unresolved25
parse uncertain0
malformed identifier5
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9c6f40f3-21d5-4b67-a358-7e5fe8b893ce · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.483413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cbc3ceb-3260-48e1-ac4d-5fc31515dd5a · outbound

This paper cites Large Language Models Are Zero-Shot Time Series Forecasters.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Large Language Models Are Zero-Shot Time Series Forecasters

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.490812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01803b4a-1357-46cd-8173-cb4446ebdea1 · outbound

This paper cites TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series.

FD-LLM: Large Language Model for Fault Diagnosis of Machines TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.495144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85dbae43-71f1-44ba-b6be-15bd700e2117 · outbound

This paper cites TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series.

FD-LLM: Large Language Model for Fault Diagnosis of Machines TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.498940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c9293c2-972a-4672-b32b-ae87ba8561df · outbound

This paper cites Time-LLM: Time Series Forecasting by Reprogramming Large Language Models.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.502282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ea40c8f-0423-4138-8e52-50a5987a054f · outbound

This paper cites Chronos: Learning the Language of Time Series.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Chronos: Learning the Language of Time Series

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.506198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0028047-6c1d-4849-a21f-31c897977afc · outbound

This paper cites Health-LLM: Large Language Models for Health Prediction via Wearable Sensor Data.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Health-LLM: Large Language Models for Health Prediction via Wearable Sensor Data

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.509829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 716045aa-8418-4c26-a9ea-9c8d475505ea · outbound

This paper cites StockGPT: A GenAI Model for Stock Prediction and Trading.

FD-LLM: Large Language Model for Fault Diagnosis of Machines StockGPT: A GenAI Model for Stock Prediction and Trading

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.513888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbdf4de0-68c6-4b3b-b2cc-b3dedde3e163 · outbound

This paper cites AlphaFin: Benchmarking Financial Analysis with Retrieval-Augmented Stock-Chain Framework.

FD-LLM: Large Language Model for Fault Diagnosis of Machines AlphaFin: Benchmarking Financial Analysis with Retrieval-Augmented Stock-Chain Framework

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.517649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38fcc26c-9fb9-4946-b323-afebb88fe013 · outbound

This paper cites 2018.2819674.

FD-LLM: Large Language Model for Fault Diagnosis of Machines 2018.2819674

Reference 16

Resolution: malformed identifier; no resolver link, observed 2026-08-12T04:37:42.524662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c130b00e-0fb9-4a74-a67a-02c51e30d9d2 · outbound

This paper cites Osama Abdeljaber, Onur Avcı, Serkan Kiranyaz, M.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Osama Abdeljaber, Onur Avcı, Serkan Kiranyaz, M

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.556612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aa7f581-7d25-4736-8627-fabe94f8bd39 · outbound

This paper cites Turker Ince, Serkan Kiranyaz, Levent Eren, Murat Askar, and M.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Turker Ince, Serkan Kiranyaz, Levent Eren, Murat Askar, and M

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.561273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e32b17d-697c-4d6c-8351-ee4d8b7709dc · outbound

This paper cites Mei Yuan, Yuting Wu, and Li Lin.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Mei Yuan, Yuting Wu, and Li Lin

Reference 27

Resolution: metadata mismatch; raw_fallback, observed 2026-08-12T04:37:43.323585Z

Source-reported events for the cited work

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

Observation 84eb0703-99be-4f6a-8782-bd81964d06c4 · outbound

This paper cites 16 FD-LLM: Large Language Model for Fault Diagnosis of Machines A PREPRINT Rui Zhao, Jinjiang Wang, Ruqiang Yan, and Kezhi Mao.

FD-LLM: Large Language Model for Fault Diagnosis of Machines 16 FD-LLM: Large Language Model for Fault Diagnosis of Machines A PREPRINT Rui Zhao, Jinjiang Wang, Ruqiang Yan, and Kezhi Mao

Reference 28

Resolution: metadata mismatch; raw_fallback, observed 2026-08-12T04:37:43.256790Z

Source-reported events for the cited work

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

Observation 99487153-9359-40ff-aedf-fba1d8600be9 · outbound

This paper cites 2016.7796266.

FD-LLM: Large Language Model for Fault Diagnosis of Machines 2016.7796266

Reference 29

Resolution: malformed identifier; doi_truncated, observed 2026-08-12T04:37:43.185630Z

Source-reported events for the cited work

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

Observation da36948c-d4ad-4302-89a7-73b4145c08a4 · outbound

This paper cites Yongchao Zhang, Zhaohui Ren, Shihua Zhou, Ke Feng, Kun Yu, and Zheng Liu.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Yongchao Zhang, Zhaohui Ren, Shihua Zhou, Ke Feng, Kun Yu, and Zheng Liu

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.574448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37da618c-cee7-406e-82e5-3d3d854f7aa7 · outbound

This paper cites Qun Guo, Jing Li, Fengdao Zhou, Gang Li, and Jun Lin.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Qun Guo, Jing Li, Fengdao Zhou, Gang Li, and Jun Lin

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.580548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b981d91-ce5c-461d-a868-d87600c62756 · outbound

This paper cites Ming Jin, Yifan Zhang, Wei Chen, Kexin Zhang, Yuxuan Liang, Bin Yang, Jindong Wang, Shirui Pan, and Qingsong Wen.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Ming Jin, Yifan Zhang, Wei Chen, Kexin Zhang, Yuxuan Liang, Bin Yang, Jindong Wang, Shirui Pan, and Qingsong Wen

Reference 33

Resolution: malformed identifier; no resolver link, observed 2026-08-12T04:37:42.583694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63dfb2a6-1f5b-4a7b-9986-0fd20934195d · outbound

This paper cites Finetuned Language Models Are Zero-Shot Learners.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Finetuned Language Models Are Zero-Shot Learners

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.586823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f8a4094-5e98-46de-b9dd-b4dd4b919b95 · outbound

This paper cites Training language models to follow instructions with human feedback.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Training language models to follow instructions with human feedback

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.594437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31413335-01f8-4710-9b0f-38a0a2020561 · outbound

This paper cites Multitask Prompted Training Enables Zero-Shot Task Generalization.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Multitask Prompted Training Enables Zero-Shot Task Generalization

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.598233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0f642ee-c751-4df3-aa28-baefe8f1b696 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

FD-LLM: Large Language Model for Fault Diagnosis of Machines LoRA: Low-Rank Adaptation of Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.601642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b9e3a6a-b9fb-4a75-8f2c-162baf55fe80 · outbound

This paper cites The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-Tuning.

FD-LLM: Large Language Model for Fault Diagnosis of Machines The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-Tuning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.605152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf4cd622-a69a-45c5-af81-801e58f0968e · outbound

This paper cites Let's reward step by step: Step-Level reward model as the Navigators for Reasoning.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Let's reward step by step: Step-Level reward model as the Navigators for Reasoning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.608600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a965f082-23ea-4069-bf28-87e15a58352e · outbound

This paper cites 1016/j.ymssp.2006.08.005.

FD-LLM: Large Language Model for Fault Diagnosis of Machines 1016/j.ymssp.2006.08.005

Reference 2007

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:37:43.581654Z

Source-reported events for the cited work

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

Observation f7542328-1b1e-4735-b81d-224b52968ce5 · outbound

This paper cites engappai.2007.09.008.

FD-LLM: Large Language Model for Fault Diagnosis of Machines engappai.2007.09.008

Reference 2008

Resolution: malformed identifier; no resolver link, observed 2026-08-12T04:37:42.549780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80b2c559-b84c-40ba-a89c-0ff6e07e5003 · outbound

This paper cites an unresolved cited work.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Unresolved cited work

Reference 2009

Resolution: metadata mismatch; raw_fallback, observed 2026-08-12T04:37:43.404197Z

Source-reported events for the cited work

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

Observation 213b6e50-38fe-4417-baa7-1dd9ed63e69c · outbound

This paper cites 1016/j.knosys.2010.01.004.

FD-LLM: Large Language Model for Fault Diagnosis of Machines 1016/j.knosys.2010.01.004

Reference 2010

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:37:43.590955Z

Source-reported events for the cited work

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

Observation 444aa9df-dc82-43d3-881d-868aaae44ce4 · outbound

This paper cites Marcin Mrugalski, Marcin Witczak, and Józef Korbicz.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Marcin Mrugalski, Marcin Witczak, and Józef Korbicz

Reference 2012

Resolution: verified exact; doi, observed 2026-08-12T04:37:42.698315Z

Source-reported events for the cited work

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

Observation 64c03732-aedc-4429-8d1e-59329d94e44f · outbound

This paper cites Wen Qing Zhao, Yanfang Zhang, and Yongli Zhu.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Wen Qing Zhao, Yanfang Zhang, and Yongli Zhu

Reference 2013

Resolution: verified exact; doi, observed 2026-08-12T04:37:42.709478Z

Source-reported events for the cited work

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

Observation 2e52e29a-2e6a-4162-85ec-8a0c161ab03d · outbound

This paper cites Divyang H.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Divyang H

Reference 2016

Resolution: verified exact; doi, observed 2026-08-12T04:37:42.719983Z

Source-reported events for the cited work

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

Observation 961717d3-fa23-4e9a-b290-921e116c12da · outbound

This paper cites Chuang Sun, Meng Ma, Zhibin Zhao, and Xuefeng Chen.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Chuang Sun, Meng Ma, Zhibin Zhao, and Xuefeng Chen

Reference 2017

Resolution: metadata mismatch; raw_fallback, observed 2026-08-12T04:37:43.543743Z

Source-reported events for the cited work

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

Observation b6d544fd-99bd-4dba-a3c2-3f3900a3088e · outbound

This paper cites Zhibin Zhao, Tianfu Li, Jingyao Wu, Chuang Sun, Shibin Wang, Ruqiang Yan, and Xuefeng Chen.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Zhibin Zhao, Tianfu Li, Jingyao Wu, Chuang Sun, Shibin Wang, Ruqiang Yan, and Xuefeng Chen

Reference 2018

Resolution: malformed identifier; raw_fallback, observed 2026-08-12T04:37:43.600395Z

Source-reported events for the cited work

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

Observation 03c64ab9-4706-498c-8e44-99510f83ec0d · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.478786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 106dd2dc-2d9b-4065-9d52-8721a01759bf · outbound

This paper cites A Survey of Large Language Models.

FD-LLM: Large Language Model for Fault Diagnosis of Machines A Survey of Large Language Models

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.470997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fa1340b-d48f-4e20-a7ec-f4f7a0cf55e7 · outbound

This paper cites Finetuned Language Models Are Zero-Shot Learners.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Finetuned Language Models Are Zero-Shot Learners

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.591067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dfe93ef-08cb-43e7-b490-e4b041723daa · outbound

This paper cites Yu Wang, Yanxu Liu, Tommy W.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Yu Wang, Yanxu Liu, Tommy W

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.577528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bef965a-39d6-45a6-bad6-eefebc05b198 · outbound

This paper cites A Survey of Large Language Models.

FD-LLM: Large Language Model for Fault Diagnosis of Machines A Survey of Large Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.475007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e262d1f-df6c-4f93-a461-d07d2ef3c1e2 · outbound

This paper cites Qwen2 Technical Report.

FD-LLM: Large Language Model for Fault Diagnosis of Machines Qwen2 Technical Report

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-12T04:37:42.486978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a46e01d3-63ec-4667-a1fb-ed459d47822d · inbound

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

Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced Framework FD-LLM: Large Language Model for Fault Diagnosis of Machines

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T13:34:18.817340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2776cae5-9209-482f-8f80-78fc2a8620e8 · inbound

PB-IAD: Utilizing multimodal foundation models for semantic industrial anomaly detection in dynamic manufacturing environments cites this paper.

PB-IAD: Utilizing multimodal foundation models for semantic industrial anomaly detection in dynamic manufacturing environments FD-LLM: Large Language Model for Fault Diagnosis of Machines

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T18:34:06.316530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 732381ac-4774-48b0-bcaf-99edfff1ce67 · inbound

YOTOnet: Zero-Shot Cross-Domain Fault Diagnosis via Domain-Conditioned Mixture of Experts cites this paper.

YOTOnet: Zero-Shot Cross-Domain Fault Diagnosis via Domain-Conditioned Mixture of Experts FD-LLM: Large Language Model for Fault Diagnosis of Machines

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:11:05.228832Z

Source-reported events for the cited work

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

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

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

Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models FD-LLM: Large Language Model for Fault Diagnosis of Machines

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T00:12:26.548381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.