Paper Citation Record · LEDGER

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment

As of 5 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2605.28822.

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

pith.paper-citation-record.v1
2605.28822 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T18:47:31.164410Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

35 of 35 outbound references displayed

verified exact0
verified fuzzy0
unresolved34
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 26017342-959b-47b0-ac2c-e0a8a3acaed8 · outbound

This paper cites Accurate industrial anomaly detection and localization using weakly-supervised residual transformers,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Accurate industrial anomaly detection and localization using weakly-supervised residual transformers,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a96917e8-6d01-471f-9886-d65b7eacbd6c · outbound

This paper cites Pga-net: Pyramid feature fusion and global context attention network for automated surface defect detection,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Pga-net: Pyramid feature fusion and global context attention network for automated surface defect detection,

Reference 2

Resolution: malformed identifier; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17457d6f-19db-4a6f-bd9a-e819b512c148 · outbound

This paper cites Vlcim: A vision-language cyclic interaction model for industrial defect detection,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Vlcim: A vision-language cyclic interaction model for industrial defect detection,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 395a5fb0-2c1a-4bf6-bb07-941e1ebe2735 · outbound

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

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Joint knowledge graph and large language model for fault diagnosis and its application in aviation assembly,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f3d6899-46de-4239-9b2f-e4fe7df41398 · outbound

This paper cites Metric learning-based fault diagnosis and anomaly detection for industrial data with intraclass variance,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Metric learning-based fault diagnosis and anomaly detection for industrial data with intraclass variance,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bea35555-c724-42d6-bd7d-45190b7afc36 · outbound

This paper cites Intelligent small sample defect detection of water walls in power plants using novel deep learning integrating deep convolutional gan,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Intelligent small sample defect detection of water walls in power plants using novel deep learning integrating deep convolutional gan,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30412902-dfc2-4801-99c4-8784249504f0 · outbound

This paper cites Thermal defect diagnosis of power equipments with spectral residual transformation,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Thermal defect diagnosis of power equipments with spectral residual transformation,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2daf92a-cd25-41cb-88f4-8c558a6a4929 · outbound

This paper cites Partial discharge detection in an oil-filled power transformer using fiber bragg grating sensors: A review,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Partial discharge detection in an oil-filled power transformer using fiber bragg grating sensors: A review,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e97b771-5ebf-44fb-a8f4-4e7094e23714 · outbound

This paper cites A novel analytical methodology for estimating high-frequency lumped model inductances and series capacitance of transformer winding: an indirect measurement procedure,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment A novel analytical methodology for estimating high-frequency lumped model inductances and series capacitance of transformer winding: an indirect measurement procedure,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e503e21c-9b4b-420b-a8c8-9066a7ac4588 · outbound

This paper cites An expert system for transformer fault diagnosis using dissolved gas analysis,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment An expert system for transformer fault diagnosis using dissolved gas analysis,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce3881f8-e0e7-46a3-8ecc-e0e30e60e1ab · outbound

This paper cites Neural net and expert system diagnose transformer faults,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Neural net and expert system diagnose transformer faults,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 762570c4-4706-4571-9792-aa3118c421ca · outbound

This paper cites A knowledge-augmented multistage reason- ing approach for wind turbine fault cause analysis,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment A knowledge-augmented multistage reason- ing approach for wind turbine fault cause analysis,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea15000a-5389-4f17-9575-69dbaae5536a · outbound

This paper cites A review and progress of insulation fault diagnosis for cable using partial discharge approach,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment A review and progress of insulation fault diagnosis for cable using partial discharge approach,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c549abe0-a3bc-4502-baa7-02d3def380eb · outbound

This paper cites A review of ai-based partial discharge analysis studies in medium voltage switchgear,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment A review of ai-based partial discharge analysis studies in medium voltage switchgear,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31055f73-5a6c-4b40-bffa-b03e089158af · outbound

This paper cites A review of power equipment defect detection based on deep learning,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment A review of power equipment defect detection based on deep learning,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1fff279-b8bb-4a12-a535-06bc3e88783a · outbound

This paper cites Structural defect detection technology of transmission line damper based on uav image,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Structural defect detection technology of transmission line damper based on uav image,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5183ca5-e184-4711-81e9-bbb3cee27802 · outbound

This paper cites Coma-ikg: Llm- driven multiagent framework for automated construction of industrial knowledge graph,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Coma-ikg: Llm- driven multiagent framework for automated construction of industrial knowledge graph,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edf8f84e-6908-41a0-adf6-133a9746c7a0 · outbound

This paper cites Design of intelligent detection method for electricity transmission line equipment defect based on data mining algorithm,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Design of intelligent detection method for electricity transmission line equipment defect based on data mining algorithm,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce39d0d8-7387-4bb7-ad1c-ecce9ca0be3f · outbound

This paper cites Cacs-yolo: A lightweight model for insulator defect detection based on improved yolov8m,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Cacs-yolo: A lightweight model for insulator defect detection based on improved yolov8m,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b01b41f-6bb2-4fa0-ae88-0a1a7152fef2 · outbound

This paper cites A weakly supervised contrastive learning pretraining method for visual defect detection of transmission lines,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment A weakly supervised contrastive learning pretraining method for visual defect detection of transmission lines,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b4248da-2a07-4716-8760-53c5fadf3adc · outbound

This paper cites Few- shot power equipment defect classification based on image augmentation and reconstruction,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Few- shot power equipment defect classification based on image augmentation and reconstruction,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47aa120c-7d9c-49e1-99e9-21a1f8bd9796 · outbound

This paper cites Human-like one-shot fault diagnosis via large language model,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Human-like one-shot fault diagnosis via large language model,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d25c2d6-8bc4-4932-ae44-6e3fcc0652f0 · outbound

This paper cites Solar photovoltaic assessment with large lan- guage model,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Solar photovoltaic assessment with large lan- guage model,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a870f01-2977-4e48-ad23-a4ac5eb89e17 · outbound

This paper cites Iad-gpt: Advancing visual knowledge in multimodal large language model for industrial anomaly detection,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Iad-gpt: Advancing visual knowledge in multimodal large language model for industrial anomaly detection,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 219baf77-37b9-41f7-80c4-e608e3b1626c · outbound

This paper cites T2mfdf: An llm-enhanced multimodal fault diagnosis framework inte- grating time-series and textual data,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment T2mfdf: An llm-enhanced multimodal fault diagnosis framework inte- grating time-series and textual data,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f341b861-b108-438f-a421-9c5263aeb0e9 · outbound

This paper cites Cmkr-pbdm: A transmission line pin-missing bolts detection method based on cross-media and knowledge reasoning,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Cmkr-pbdm: A transmission line pin-missing bolts detection method based on cross-media and knowledge reasoning,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52bfb336-8143-4b92-9f9f-772c3621e9b0 · outbound

This paper cites Vlf- detr: Integrating vision-language and high-frequency features for trans- mission line defect detection,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Vlf- detr: Integrating vision-language and high-frequency features for trans- mission line defect detection,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bddc9d2-a6c8-4905-9efe-7868092187e1 · outbound

This paper cites Graph computing based electric power equipment defect grading with multi-scale mechanism,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Graph computing based electric power equipment defect grading with multi-scale mechanism,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b55a8dfc-9148-4ecc-86a7-13cbcb8b19ba · outbound

This paper cites Knowledge- augmented zero-shot method for power equipment defect grading with chain-of-thought llms,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Knowledge- augmented zero-shot method for power equipment defect grading with chain-of-thought llms,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d898327b-db8b-430c-882a-de917c8f54fb · outbound

This paper cites Enhancing power equipment defect identification through multi-label classification methods,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Enhancing power equipment defect identification through multi-label classification methods,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c90e6b0a-dece-4083-85de-c8e920934cc1 · outbound

This paper cites True few-shot learning with language models,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment True few-shot learning with language models,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66c54b3b-d70c-4e32-9ab2-12d7b1250fc6 · outbound

This paper cites A survey on in-context learning,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment A survey on in-context learning,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13f38a87-56a1-4980-9d54-d9ded48ac45d · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Chain-of-thought prompting elicits reasoning in large language models,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fe0105e-243e-44cd-a53b-151dce20e416 · outbound

This paper cites LoRA: Low-rank adaptation of large language models,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment LoRA: Low-rank adaptation of large language models,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5ce3a8f-f88e-4efe-b4a9-ddf66a418daa · outbound

This paper cites Qwen3-vl-embedding and qwen3- vl-reranker: A unified framework for state-of-the-art multimodal retrieval and ranking,.

Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment Qwen3-vl-embedding and qwen3- vl-reranker: A unified framework for state-of-the-art multimodal retrieval and ranking,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-13T18:47:31.164410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.