Paper Citation Record · LEDGER

Aggregating empirical evidence from data strategy studies: a case on model quantization

As of 19 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2505.00816.

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

pith.paper-citation-record.v1
2505.00816 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:37:28.409525Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-20T05:37:46.225362Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy36
unresolved2
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malformed identifier0
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External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 047b2b4f-d3cc-461c-ac8e-9a9695f4383a · outbound

This paper cites The who, what, how of software engineering research: A socio-technical framework,.

Aggregating empirical evidence from data strategy studies: a case on model quantization The who, what, how of software engineering research: A socio-technical framework,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.234685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5eee1fe4-e8e2-4be5-b78c-8ce671a80126 · outbound

This paper cites Software Engineering for AI-Based Systems: A Survey,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Software Engineering for AI-Based Systems: A Survey,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.220546Z

Source-reported events for the cited work

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Observation 53c14598-c542-4dac-9de5-0fb2accbf8d8 · outbound

This paper cites Energy-Efficient Respiratory Anomaly Detection in Premature New- born Infants,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Energy-Efficient Respiratory Anomaly Detection in Premature New- born Infants,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.207156Z

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Observation b2f2702e-5ed2-4d9d-a0c7-0e6460ce4f81 · outbound

This paper cites Im- pact of ML optimization tactics on greener pre-trained ML models,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Im- pact of ML optimization tactics on greener pre-trained ML models,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.192872Z

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Observation d9736add-8dae-499c-a538-0c9fff17af4a · outbound

This paper cites On the Representation and Aggregation of Evidence in Software Engineering: A Theory and Belief-based Perspective,.

Aggregating empirical evidence from data strategy studies: a case on model quantization On the Representation and Aggregation of Evidence in Software Engineering: A Theory and Belief-based Perspective,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.178201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e4c6a9a1-a0d0-46ec-96bb-4b7af4c99e66 · outbound

This paper cites A Synthesis of Green Architectural Tactics for ML-Enabled Systems,.

Aggregating empirical evidence from data strategy studies: a case on model quantization A Synthesis of Green Architectural Tactics for ML-Enabled Systems,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.163695Z

Source-reported events for the cited work

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Observation 67fad0fd-20fc-41ad-a2aa-ec7489aefc5e · outbound

This paper cites [Online].

Aggregating empirical evidence from data strategy studies: a case on model quantization [Online]

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.148664Z

Source-reported events for the cited work

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Observation 18852daf-6e3a-4437-bbe9-0b554e8fdb1c · outbound

This paper cites [Online].

Aggregating empirical evidence from data strategy studies: a case on model quantization [Online]

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.133472Z

Source-reported events for the cited work

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Observation 2380ac23-83a0-4ceb-8717-08f228f5e366 · outbound

This paper cites Contemporary Advances in Neural Network Quantization: A Survey,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Contemporary Advances in Neural Network Quantization: A Survey,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.120751Z

Source-reported events for the cited work

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Observation 6dbf5355-ef83-4283-9763-35d8b3640f36 · outbound

This paper cites A Comprehensive Survey on Model Quantization for Deep Neural Networks in Image Classification,.

Aggregating empirical evidence from data strategy studies: a case on model quantization A Comprehensive Survey on Model Quantization for Deep Neural Networks in Image Classification,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.106135Z

Source-reported events for the cited work

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Observation 54f133cd-4ac3-4e83-bd13-2b44ffd1b82e · outbound

This paper cites A Scoping Review on Quantization Methods for Medical Imaging AI,.

Aggregating empirical evidence from data strategy studies: a case on model quantization A Scoping Review on Quantization Methods for Medical Imaging AI,

Reference 11

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Observation f090393d-2e24-4e69-a23d-6b8de7e25265 · outbound

This paper cites Research Synthesis in Software Engineering,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Research Synthesis in Software Engineering,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.077796Z

Source-reported events for the cited work

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Observation eaa41944-f897-4fbe-a370-acdf2dca9361 · outbound

This paper cites Do software models based on the UML aid in source-code comprehensibility? Aggregating evidence from 12 controlled experiments,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Do software models based on the UML aid in source-code comprehensibility? Aggregating evidence from 12 controlled experiments,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.062556Z

Source-reported events for the cited work

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Observation 2b0e189c-a0a3-4ede-b266-41c40ee14e2c · outbound

This paper cites Software Artifact Mining in Software Engineering Conferences: A Meta-Analysis,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Software Artifact Mining in Software Engineering Conferences: A Meta-Analysis,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.048180Z

Source-reported events for the cited work

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Observation 8b1116fa-4398-4a56-b657-41a2aaeb518d · outbound

This paper cites Towards an evidence-based theoretical framework on factors influencing the software development productivity,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Towards an evidence-based theoretical framework on factors influencing the software development productivity,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.033586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3fa96afb-7ced-4835-ba8b-e38a826f048a · outbound

This paper cites The well-being of software engineers: A systematic literature review and a theory,.

Aggregating empirical evidence from data strategy studies: a case on model quantization The well-being of software engineers: A systematic literature review and a theory,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.019325Z

Source-reported events for the cited work

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Observation fe1dacbb-212c-4356-8c9f-353e4b84d3d5 · outbound

This paper cites Comparing techniques for aggregating inter- related replications in software engineering,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Comparing techniques for aggregating inter- related replications in software engineering,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:29.004381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4db5c884-2eac-48cb-8880-00c80b183068 · outbound

This paper cites How Many Papers Should You Review? A Research Synthesis of Systematic Literature Reviews in Software Engineering,.

Aggregating empirical evidence from data strategy studies: a case on model quantization How Many Papers Should You Review? A Research Synthesis of Systematic Literature Reviews in Software Engineering,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.989391Z

Source-reported events for the cited work

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Observation 9144efc6-b102-42b1-b1ba-2c15f996c4ca · outbound

This paper cites On the Investigation of Empirical Contradictions - Aggregated Results of Local Studies on Readability and Comprehensibility of Source Code,.

Aggregating empirical evidence from data strategy studies: a case on model quantization On the Investigation of Empirical Contradictions - Aggregated Results of Local Studies on Readability and Comprehensibility of Source Code,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.973611Z

Source-reported events for the cited work

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Observation 9829e4f9-d3ff-466e-96cf-74e42ea41ed5 · outbound

This paper cites https://www.din.de/en/innovation-and-research/climate-change/resource- efficient-software-in-the-focus-of-the-iso-open-consultation.

Aggregating empirical evidence from data strategy studies: a case on model quantization https://www.din.de/en/innovation-and-research/climate-change/resource- efficient-software-in-the-focus-of-the-iso-open-consultation

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.959283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e3dd05af-f947-444a-9e59-789a7f34fc66 · outbound

This paper cites Wohlin, P.

Aggregating empirical evidence from data strategy studies: a case on model quantization Wohlin, P

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.944965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 828c4a4b-403b-4b29-b744-41fb80070ced · outbound

This paper cites Verifiable and Energy Efficient Medical Image Analysis with Quantised Self-attentive Deep Neural Networks,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Verifiable and Energy Efficient Medical Image Analysis with Quantised Self-attentive Deep Neural Networks,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.930943Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1869c84a-f3b1-4e1c-adbf-285825251cd4 · outbound

This paper cites Experimental energy consumption analysis of neural network model compression methods on microcontrollers with applications in bird call classification,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Experimental energy consumption analysis of neural network model compression methods on microcontrollers with applications in bird call classification,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.916095Z

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Observation 6dc62d88-ec82-430d-bb5e-c7145223d01d · outbound

This paper cites Energy Cost Modelling for Optimizing Large Language Model Inference on Hardware Accelerators,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Energy Cost Modelling for Optimizing Large Language Model Inference on Hardware Accelerators,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.902119Z

Source-reported events for the cited work

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Observation c3f7df00-6c4a-4747-b85b-940fa52c4ab8 · outbound

This paper cites Language Models in Software Development Tasks: An Experimental Analysis of Energy and Accuracy.

Aggregating empirical evidence from data strategy studies: a case on model quantization Language Models in Software Development Tasks: An Experimental Analysis of Energy and Accuracy

Reference 25

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Source-reported events for the cited work

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Observation 9dd39f88-b27b-4d4b-a999-04f274530970 · outbound

This paper cites Aggregating Empirical Evidence about the Benefits and Drawbacks of Software Reference Architectures,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Aggregating Empirical Evidence about the Benefits and Drawbacks of Software Reference Architectures,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.888499Z

Source-reported events for the cited work

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Observation 6c2d875d-7ceb-46a9-a4af-114662da8b13 · outbound

This paper cites On the benefits and challenges of using kanban in software engineering: A structured synthesis study,.

Aggregating empirical evidence from data strategy studies: a case on model quantization On the benefits and challenges of using kanban in software engineering: A structured synthesis study,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.874216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a3c23f4c-ea6d-4764-af5c-4ce5e1eebc21 · outbound

This paper cites Suc- cessful combination of database search and snowballing for identification of primary studies in systematic literature studies,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Suc- cessful combination of database search and snowballing for identification of primary studies in systematic literature studies,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.859416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5077f695-4c54-4505-93e0-c380c100bace · outbound

This paper cites ChatGPT application in Systematic Literature Reviews in Software Engineering: An evaluation of its accuracy to support the selection activity,.

Aggregating empirical evidence from data strategy studies: a case on model quantization ChatGPT application in Systematic Literature Reviews in Software Engineering: An evaluation of its accuracy to support the selection activity,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.843104Z

Source-reported events for the cited work

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Observation c2cb1c96-f2ab-482e-a08a-fc65941bfdbc · outbound

This paper cites A Framework for Using LLMs for Repository Mining Studies in Empirical Software Engineering,.

Aggregating empirical evidence from data strategy studies: a case on model quantization A Framework for Using LLMs for Repository Mining Studies in Empirical Software Engineering,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.828391Z

Source-reported events for the cited work

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Observation 1e255720-d992-4790-aeee-382ccb5969e3 · outbound

This paper cites Structured Synthesis Method: The Evidence Factory Tool,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Structured Synthesis Method: The Evidence Factory Tool,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.813350Z

Source-reported events for the cited work

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Observation 6f3c7a83-b916-4a01-ab21-893e27c9f939 · outbound

This paper cites Auerbach and L.

Aggregating empirical evidence from data strategy studies: a case on model quantization Auerbach and L

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.728460Z

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Observation 3345d222-cda8-4160-910e-add452ffb2b6 · outbound

This paper cites Using meta ethnography to synthesise qualitative research: A worked example,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Using meta ethnography to synthesise qualitative research: A worked example,

Reference 33

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Observation 72e33f76-61e6-414e-b41d-fd6c0e64736b · outbound

This paper cites Grading quality of evidence and strength of recommen- dations,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Grading quality of evidence and strength of recommen- dations,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.633540Z

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Observation 418ad84d-da8a-4aed-8aab-a7226eca7210 · outbound

This paper cites Shafer, A mathematical theory of evidence.

Aggregating empirical evidence from data strategy studies: a case on model quantization Shafer, A mathematical theory of evidence

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.618791Z

Source-reported events for the cited work

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Observation d5ffd27b-6872-4eae-a014-288b5551ce6e · outbound

This paper cites Optimization Strategies for Enhancing Resource Efficiency in Transformers & Large Language Models,.

Aggregating empirical evidence from data strategy studies: a case on model quantization Optimization Strategies for Enhancing Resource Efficiency in Transformers & Large Language Models,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.603898Z

Source-reported events for the cited work

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Observation c41a163a-55c5-4156-9a69-f4118b80a9d7 · outbound

This paper cites Green My LLM: Studying the key factors affecting the energy consumption of code assistants.

Aggregating empirical evidence from data strategy studies: a case on model quantization Green My LLM: Studying the key factors affecting the energy consumption of code assistants

Reference 37

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Observation 16225a75-bcb8-409e-b34b-3d95165fda61 · outbound

This paper cites [Online].

Aggregating empirical evidence from data strategy studies: a case on model quantization [Online]

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:37:28.562287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 64c9f200-c267-4b33-acdd-a61b2f156b5f · inbound

K-Quantization and its Impact on Output Performance cites this paper.

K-Quantization and its Impact on Output Performance Aggregating empirical evidence from data strategy studies: a case on model quantization

Reference 60

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