Paper Citation Record · LEDGER

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams

As of 23 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 2 inbound Pith citation observations for arXiv:2509.03463.

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

pith.paper-citation-record.v1
2509.03463 v3

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T10:57:47.004830Z

measured 38 of 38 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:16:01.013951Z

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

36 of 36 outbound references displayed

verified exact5
verified fuzzy9
unresolved19
parse uncertain0
malformed identifier1
metadata mismatch2

External citation measurements

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

Outbound references

Observation dd4523eb-072b-4b30-8029-c3a5ba0a4898 · outbound

This paper cites Extracting domain models from natural-language requirements: approach and industrial evaluation,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Extracting domain models from natural-language requirements: approach and industrial evaluation,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T10:57:47.812008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 244bccd7-52ad-4f54-8c79-23afc8505da4 · outbound

This paper cites An active learning approach for improving the accuracy of automated domain model extraction,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams An active learning approach for improving the accuracy of automated domain model extraction,

Reference 2

Resolution: verified exact; doi, observed 2026-08-05T10:57:47.162184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9c0b455a-d58b-434e-acd7-c273edc2730e · outbound

This paper cites Unified modeling language (UML) version 2.5.1,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Unified modeling language (UML) version 2.5.1,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T10:57:47.802834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 908ec344-2fd3-4f14-a60f-a81380ff5c5a · outbound

This paper cites 2.0, jan 2011, accessed: 2025-08-21.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams 2.0, jan 2011, accessed: 2025-08-21

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T10:57:47.793461Z

Source-reported events for the cited work

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Observation 0b050d94-3939-45f9-b05b-8540db39f29a · outbound

This paper cites Automated change impact analysis between sysml models of requirements and design,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Automated change impact analysis between sysml models of requirements and design,

Reference 5

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T10:57:47.691830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ef3e5df5-e60a-4e1c-b9b9-9892d7d4e677 · outbound

This paper cites The state of practice in model-driven engineering,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams The state of practice in model-driven engineering,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T10:57:47.784061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 11a032fa-d2fc-4231-a064-a3b032824351 · outbound

This paper cites Model generation with llms: From requirements to UML sequence diagrams,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Model generation with llms: From requirements to UML sequence diagrams,

Reference 7

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Source-reported events for the cited work

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Observation f79093f8-e2bb-4172-9378-8f50eae6401b · outbound

This paper cites Automating data flow diagram generation from user stories using large language models,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Automating data flow diagram generation from user stories using large language models,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T10:57:47.774417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 046507ae-5e80-4412-8e2a-e9f0e539b947 · outbound

This paper cites Automated derivation of UML sequence diagrams from user stories: Unleashing the power of generative AI vs. a rule- based approach,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Automated derivation of UML sequence diagrams from user stories: Unleashing the power of generative AI vs. a rule- based approach,

Reference 9

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T10:57:47.521350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 00d6c834-05c1-461c-bb57-6a9cf9e608eb · outbound

This paper cites Multi-step iterative automated domain modeling with large language models,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Multi-step iterative automated domain modeling with large language models,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.931445Z

Source-reported events for the cited work

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Observation 795f76f4-3860-4b8c-bad1-05bb152ccaa8 · outbound

This paper cites Consistent graph model generation with large language models,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Consistent graph model generation with large language models,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.933928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a8618d0-08cb-45cf-8a6d-a6917bba54dc · outbound

This paper cites Addiff: semantic differencing for activity diagrams,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Addiff: semantic differencing for activity diagrams,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.936685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d9845d9-171d-4877-a426-4c6ca27456c3 · outbound

This paper cites Matching and merging of statecharts specifications,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Matching and merging of statecharts specifications,

Reference 13

Resolution: verified exact; doi, observed 2026-08-05T10:57:47.152306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ee66c7b1-f3b9-4f19-a251-a8f4eeea53f5 · outbound

This paper cites Matching and merging of variant feature specifications,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Matching and merging of variant feature specifications,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T10:57:47.765061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e9da4327-e1e9-400d-a51a-0bebc82bfbde · outbound

This paper cites PAGED: A benchmark for procedural graphs extraction from documents,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams PAGED: A benchmark for procedural graphs extraction from documents,

Reference 15

Resolution: verified exact; doi, observed 2026-08-05T10:57:47.132308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 69b0b1c8-ed51-4156-930e-bb0c2e4fb2ef · outbound

This paper cites GPT-4o System Card.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams GPT-4o System Card

Reference 16

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Source-reported events for the cited work

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Observation adbbfe52-a129-4e33-9738-65957a41c92f · outbound

This paper cites OpenAI o1 System Card.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams OpenAI o1 System Card

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.954510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5502ad83-b595-457b-b995-ab9bd63bc703 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.957551Z

Source-reported events for the cited work

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Observation ed481ab8-2781-4f19-81bb-4f2e3958795d · outbound

This paper cites Requirement or not, that is the question: A case from the railway industry,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Requirement or not, that is the question: A case from the railway industry,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.960588Z

Source-reported events for the cited work

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Observation adc5c919-ea58-4dda-bbd8-14f6bb440d84 · outbound

This paper cites Automated demarcation of requirements in textual specifications: a machine learning-based approach,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Automated demarcation of requirements in textual specifications: a machine learning-based approach,

Reference 20

Resolution: verified exact; doi, observed 2026-08-05T10:57:47.088072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e3d1c44c-908a-44b9-a873-88113277e088 · outbound

This paper cites draw.io,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams draw.io,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T10:57:47.754934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7dd89752-a4c4-4489-ae34-d510b5310cc8 · outbound

This paper cites Simulation-based graph similarity,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Simulation-based graph similarity,

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 36dd7db1-5431-4f6e-95fd-7aed03f328e4 · outbound

This paper cites Large language models sensitivity to the order of options in multiple-choice questions,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Large language models sensitivity to the order of options in multiple-choice questions,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.972088Z

Source-reported events for the cited work

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Observation 3ab403a1-446e-4d73-a1ce-e447979552e1 · outbound

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The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T10:57:47.745078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 779bdbb8-e131-4624-8f8f-542524c8a57a · outbound

This paper cites Sentence-bert: Sentence embeddings using siamese bert-networks,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Sentence-bert: Sentence embeddings using siamese bert-networks,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.977378Z

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Observation 63f0581c-2121-467f-a93f-27a87687b44e · outbound

This paper cites mgte: Generalized long-context text representation and reranking models for multilingual text retrieval,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams mgte: Generalized long-context text representation and reranking models for multilingual text retrieval,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.979960Z

Source-reported events for the cited work

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Observation cf9093a7-85af-4b62-b6b2-29102b98682f · outbound

This paper cites Towards General Text Embeddings with Multi-stage Contrastive Learning.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Towards General Text Embeddings with Multi-stage Contrastive Learning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.983065Z

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Observation a1281c90-182f-4bfd-b63b-61d2ff3c11e9 · outbound

This paper cites Individual comparisons by ranking methods,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Individual comparisons by ranking methods,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.985993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07536f32-95c0-4d18-93a4-3a51e41e9992 · outbound

This paper cites A critique and improvement of the cl common language effect size statistics of mcgraw and wong,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams A critique and improvement of the cl common language effect size statistics of mcgraw and wong,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.988681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec2a6043-9abf-463d-877b-eba6dab68ee8 · outbound

This paper cites Controlling the false discovery rate: a practical and powerful approach to multiple testing,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Controlling the false discovery rate: a practical and powerful approach to multiple testing,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.991325Z

Source-reported events for the cited work

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Observation 8578e743-af77-4e83-a66b-58adda3ce4f2 · outbound

This paper cites The proof and measurement of association between two things,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams The proof and measurement of association between two things,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:46.993780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f7f350d-6b71-4f2c-91e7-bed785e7b6be · outbound

This paper cites Azure openai reasoning models - gpt-5 series, o3-mini, o1, o1-mini,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Azure openai reasoning models - gpt-5 series, o3-mini, o1, o1-mini,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T10:57:47.717036Z

Source-reported events for the cited work

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Observation c3d1e8ea-5f04-4f70-a8a3-af4006774564 · outbound

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

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Chatbot arena: An open platform for evaluating llms by human preference,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T10:57:47.706943Z

Source-reported events for the cited work

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Observation f3cbe319-2ff4-4a2d-886f-1976ea2fdf29 · outbound

This paper cites Alphatrans: A neuro-symbolic compositional approach for repository-level code translation and validation,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Alphatrans: A neuro-symbolic compositional approach for repository-level code translation and validation,

Reference 34

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Source-reported events for the cited work

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Observation 228175d9-f619-4812-ad08-5beea2004e7e · outbound

This paper cites Neurosymbolic architectural reasoning: Towards formal analysis through neural software architecture inference,.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Neurosymbolic architectural reasoning: Towards formal analysis through neural software architecture inference,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T10:57:47.004830Z

Source-reported events for the cited work

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Observation 5233c15e-4426-43bf-9c30-04bcdf28a7dd · outbound

This paper cites Available: https://doi.org/10.1109/TSE.2011.112.

The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams Available: https://doi.org/10.1109/TSE.2011.112

Reference 2012

Resolution: verified exact; doi, observed 2026-08-05T10:57:47.142347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 4997554c-3935-4a50-8cbf-66eceeeb7ad9 · inbound

Agentic Persona Generation with Critique-Refinement: An Industrial Evaluation cites this paper.

Agentic Persona Generation with Critique-Refinement: An Industrial Evaluation The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-07T04:17:55.361125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f18b1b38-d7ca-4535-8e68-01d77db331fc · inbound

Towards Automated Domain Model Extraction from Source Code using Heuristics and Open-Source LLMs cites this paper.

Towards Automated Domain Model Extraction from Source Code using Heuristics and Open-Source LLMs The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T00:16:01.013951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.