Paper Citation Record · LEDGER

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World

As of 22 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 3 inbound Pith citation observations for arXiv:2502.02539.

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

pith.paper-citation-record.v1
2502.02539 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T11:52:35.114123Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:59:47.567220Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T15:00:44.556079Z

Reference resolution

55 of 55 outbound references displayed

verified exact0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ebdf5c39-8280-4dd4-a41e-989cfc1d65d7 · outbound

This paper cites An introduction to software architecture,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World An introduction to software architecture,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.373948Z

Source-reported events for the cited work

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Observation 2c060195-ffb6-4356-9f5d-17ecbfcad4d1 · outbound

This paper cites Aspect-oriented model-driven code generation: A systematic mapping study,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Aspect-oriented model-driven code generation: A systematic mapping study,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.351426Z

Source-reported events for the cited work

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Observation fa036012-5c96-4c45-9df4-ce418685d828 · outbound

This paper cites What industry needs from architectural languages: A survey,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World What industry needs from architectural languages: A survey,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.329617Z

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Observation 10534245-50d6-4409-bc01-4710a9e910eb · outbound

This paper cites Modelling robot architectures with aadl,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Modelling robot architectures with aadl,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.306808Z

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Observation bd6df9cf-3677-4130-9558-ffb66702778b · outbound

This paper cites Large language models for software engi- neering: A systematic literature review,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Large language models for software engi- neering: A systematic literature review,

Reference 5

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Source-reported events for the cited work

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Observation e1181a7a-2344-48a7-8a78-12c5294d0483 · outbound

This paper cites Rise of the planet of server- less computing: A systematic review,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Rise of the planet of server- less computing: A systematic review,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.269706Z

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Observation f249122e-f51d-470d-a50b-0e5b5a5f2eba · outbound

This paper cites Attention is all you need,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Attention is all you need,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T11:52:34.819476Z

Source-reported events for the cited work

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Observation 07600a2d-fe98-4cb7-a05b-8ec232e24f75 · outbound

This paper cites Neural machine translation of rare words with subword units,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Neural machine translation of rare words with subword units,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.231671Z

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Observation 941edc9c-2109-4310-9b9b-09cafb1c56b1 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Evaluating Large Language Models Trained on Code

Reference 9

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Source-reported events for the cited work

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Observation b5ec56fd-597e-40c7-9efd-b6d14bff1970 · outbound

This paper cites Program Synthesis with Large Language Models.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Program Synthesis with Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T11:52:34.837839Z

Source-reported events for the cited work

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Observation 78ce1565-8256-4e8a-8863-c53c9b3cfe98 · outbound

This paper cites Jurafsky and J.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Jurafsky and J

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.209952Z

Source-reported events for the cited work

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Observation 20f94c74-43ca-43b4-b59d-abc52446b37a · outbound

This paper cites Language Models are Few-Shot Learners.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Language Models are Few-Shot Learners

Reference 12

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Observation 5bed0894-590e-48a1-84b5-345f512b2eb1 · outbound

This paper cites Code generation from aadl to a real-time operating system: An experimentation feedback on the use of model transformation,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Code generation from aadl to a real-time operating system: An experimentation feedback on the use of model transformation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.190268Z

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Observation a3d5559f-13b0-4ba9-977d-f8aa449faae1 · outbound

This paper cites Architecture-based code generation: From π-adl architecture descriptions to implementations in the go language,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Architecture-based code generation: From π-adl architecture descriptions to implementations in the go language,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.166616Z

Source-reported events for the cited work

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Observation 06bab2fc-4630-45cf-bc79-0912e4710505 · outbound

This paper cites Caps: Architecture description of situational aware cyber physical systems,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Caps: Architecture description of situational aware cyber physical systems,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.143741Z

Source-reported events for the cited work

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Observation 0014181e-3c05-4dac-82a0-cb96a4148b05 · outbound

This paper cites Aria: arduino code generation based on the caps,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Aria: arduino code generation based on the caps,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.123049Z

Source-reported events for the cited work

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Observation ac53384a-6599-4352-a8bf-d9fc84ba224a · outbound

This paper cites Kotless: A serverless frame- work for kotlin,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Kotless: A serverless frame- work for kotlin,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.098874Z

Source-reported events for the cited work

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Observation e99aff69-fb91-44c5-81c6-99acfb90a675 · outbound

This paper cites Towards an extensible approach for generative microservice development and deployment using lemma,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Towards an extensible approach for generative microservice development and deployment using lemma,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.075318Z

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Observation 1362f05e-394e-4253-984a-3a1bd2eadd91 · outbound

This paper cites Devel- oping microservice-based applications using the silvera domain-specific language,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Devel- oping microservice-based applications using the silvera domain-specific language,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.055907Z

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Observation f13a08f9-54e9-4805-a208-d7add7c49ae6 · outbound

This paper cites Code Generation Tools (Almost) for Free? A Study of Few-Shot, Pre-Trained Language Models on Code.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Code Generation Tools (Almost) for Free? A Study of Few-Shot, Pre-Trained Language Models on Code

Reference 20

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Observation 09de47b5-d6db-4a75-bffe-d1736c08b61e · outbound

This paper cites What is the intended usage context of this model? an exploratory study of pre-trained models on various model repositories,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World What is the intended usage context of this model? an exploratory study of pre-trained models on various model repositories,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.036638Z

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Observation 31138803-58b2-454f-9b8f-12b66c91510d · outbound

This paper cites Improving Code Generation by Training with Natural Language Feedback.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Improving Code Generation by Training with Natural Language Feedback

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T11:52:34.911098Z

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Observation 8bd2c023-4995-46ae-b06a-e38003a2ebdd · outbound

This paper cites A review on code generation with llms: Application and evaluation,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World A review on code generation with llms: Application and evaluation,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:36.017248Z

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Observation ad2d6b5c-396e-4fed-98d8-df58e6b350a1 · outbound

This paper cites A survey on large language models for code generation,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World A survey on large language models for code generation,

Reference 24

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Observation 7ac0d057-41a8-4437-ba2a-de3a44127d0e · outbound

This paper cites Towards ai for software systems,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Towards ai for software systems,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.985480Z

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Observation 7bdaa0f9-90d8-4fd8-ba56-a0392d0223bb · outbound

This paper cites The goal question metric approach,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World The goal question metric approach,

Reference 26

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This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Bert: Pre-training of deep bidirectional transformers for language understanding,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.948992Z

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Observation 76f85702-448d-4e4c-baa3-77260a50fdc2 · outbound

This paper cites Self-supervised learning: Generative or contrastive,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Self-supervised learning: Generative or contrastive,

Reference 28

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Observation b42d0465-e935-4697-8e01-44b9cd42c52c · outbound

This paper cites Chatbot arena: An open platform for evaluating llms by human preference,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Chatbot arena: An open platform for evaluating llms by human preference,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.915265Z

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Observation e82c72d7-3596-4054-9348-8e651a58501e · outbound

This paper cites Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-09T11:52:34.960952Z

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Observation 9ea37d77-f040-4c8a-a68a-1563188d1984 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 31

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Observation f07f52ea-943d-4202-bcb1-928906f8c423 · outbound

This paper cites The wonderless dataset for serverless computing,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World The wonderless dataset for serverless computing,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.870807Z

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Observation 1b9f5c87-a576-426e-9155-b097e71b82e1 · outbound

This paper cites Awsomepy: A dataset and characterization of serverless applications,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Awsomepy: A dataset and characterization of serverless applications,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.845742Z

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Observation 4cb12555-6f89-4c71-a29e-61582de0d439 · outbound

This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 34

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Observation 05b7013d-d315-478f-8240-3674c44ead8b · outbound

This paper cites An empirical study of code generation errors made by large language models,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World An empirical study of code generation errors made by large language models,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.823777Z

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Observation f33d87d9-6a45-4086-8d30-38428aa9928c · outbound

This paper cites Software code quality measurement: Implications from metric distributions,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Software code quality measurement: Implications from metric distributions,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.801147Z

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Observation 1dd09c59-d062-4ea2-aafa-7a37f0abab95 · outbound

This paper cites A metrics suite for object oriented design,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World A metrics suite for object oriented design,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.775894Z

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Observation 1f54dc85-eceb-44d4-8579-847ec114589c · outbound

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LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Unresolved cited work

Reference 38

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Observation b8e6955b-705c-4a11-b3ee-bfeddadeb6e5 · outbound

This paper cites A complexity measure,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World A complexity measure,

Reference 39

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LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Cognitive complexity: An overview and evaluation,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.710194Z

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LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Foundations for the study of software architecture,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.686947Z

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Observation 41d64e6e-55db-4d3d-aa35-9ec3803367b0 · outbound

This paper cites Software architecture as a set of architectural design decisions,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Software architecture as a set of architectural design decisions,

Reference 42

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LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World What is your definition of software architecture

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.631861Z

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Observation b8e622ad-0b5a-4e73-b43c-013da77677e7 · outbound

This paper cites Can llms generate archi- tectural design decisions? - an exploratory empirical study,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Can llms generate archi- tectural design decisions? - an exploratory empirical study,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.609884Z

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Observation a865193d-fdd8-4251-a921-f9786df61e0a · outbound

This paper cites Overview and importance of data quality for machine learning tasks,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Overview and importance of data quality for machine learning tasks,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.578524Z

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Observation d28fa58c-7a69-4b5f-a791-1667e4669801 · outbound

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

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Chain-of-thought prompting elicits reasoning in large language models,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.556585Z

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Observation 94988249-4c67-45c1-8d6c-78f92c5dec1d · outbound

This paper cites Retrieval- augmented generation for knowledge-intensive nlp tasks,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Retrieval- augmented generation for knowledge-intensive nlp tasks,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.531194Z

Source-reported events for the cited work

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Observation 827fb9ef-e4df-447d-8aa5-0f56e49c5cff · outbound

This paper cites Unifying large language models and knowledge graphs: A roadmap,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Unifying large language models and knowledge graphs: A roadmap,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.491693Z

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Observation 83c192e1-8f8d-4b76-9815-b006aee5af7c · outbound

This paper cites A toolkit for gen- erating code knowledge graphs,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World A toolkit for gen- erating code knowledge graphs,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.470043Z

Source-reported events for the cited work

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Observation 258bf462-9656-4c29-9a40-8417aae9a888 · outbound

This paper cites AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation

Reference 50

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Source-reported events for the cited work

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This paper cites Agent-as-a-Judge: Evaluate Agents with Agents.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Agent-as-a-Judge: Evaluate Agents with Agents

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-09T11:52:35.089026Z

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This paper cites Wohlin, P.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Wohlin, P

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.451472Z

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Observation 82f8999c-f6b9-4d92-9615-3ecda82e5612 · outbound

This paper cites Threats to validity in software engineering research: A critical reflection,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Threats to validity in software engineering research: A critical reflection,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.431825Z

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Observation 3677670a-19c5-4bee-9cce-5ab649e803a4 · outbound

This paper cites Generalization or Memorization: Data Contamination and Trustworthy Evaluation for Large Language Models.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Generalization or Memorization: Data Contamination and Trustworthy Evaluation for Large Language Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-09T11:52:35.107206Z

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Observation a069ef3c-ad56-45b2-9a38-3991ffe9f852 · outbound

This paper cites Generative ai in software engineering must be human- centered: The copenhagen manifesto,.

LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World Generative ai in software engineering must be human- centered: The copenhagen manifesto,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:52:35.410596Z

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Pith citing papers

Observation 36921024-da49-4ae4-8418-b8d37e03f678 · inbound

PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models cites this paper.

PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World

Reference 21

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Software Architecture Meets LLMs: A Systematic Literature Review cites this paper.

Software Architecture Meets LLMs: A Systematic Literature Review LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World

Reference 3

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Observation f4a55fa3-b317-4bee-9713-a4f2585e1207 · inbound

Generating Energy-Efficient Code via Large-Language Models -- Where are we now? cites this paper.

Generating Energy-Efficient Code via Large-Language Models -- Where are we now? LLMs for Generation of Architectural Components: An Exploratory Empirical Study in the Serverless World

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T16:00:17.958482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.