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Paper Citation Record · LEDGER

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT

As of 20 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 5 inbound Pith citation observations for arXiv:2412.03693.

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

pith.paper-citation-record.v1
2412.03693 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:14:55.302504Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:14:55.302504Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T13:46:37.170394Z

Reference resolution

33 of 33 outbound references displayed

  • verified exact3
  • verified fuzzy1
  • unresolved25
  • parse uncertain0
  • malformed identifier4
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3cb87a97-c4f7-4813-8d7e-0bb7de81f0e3 · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 1

Resolution
verified exact
doi, observed 2026-08-11T22:14:55.809742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:54.708689Z digest=sha256:cf2611a5d48d229e8826038fdfa80e84ddff7e12cddd24389a9dc508016d32c6

Observation daa30926-a732-4b68-ae5b-d5d0b6e64c00 · outbound

This paper cites IEEE Standard for Software and System Test Documen tation - Redline.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT IEEE Standard for Software and System Test Documen tation - Redline

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:14:59.066011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:54.718934Z digest=sha256:c2c9424adbab6ed1b1f1f9a65cab701765a14ea3173cf5498d0af4cc6abcbe3d

Observation 539c8965-96c7-42e3-b4f9-9446ade8e356 · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 3

Resolution
verified exact
doi, observed 2026-08-11T22:14:55.768735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:54.747693Z digest=sha256:eabbc0a21b5e3e91a01fef94b0015186e89e7d1c6438e0c8d26fc9d38e661395

Observation 29ccd040-ad74-4b78-9453-30e7f09ac002 · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:14:59.013420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:54.765335Z digest=sha256:977f17b2a347e83bfa649aba285c3440944f99a5ffb070409bb811c8fbb65a87

Observation 2e648cbf-74f7-40f7-bf19-9ac49b0590d6 · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 5

Resolution
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raw_fallback, observed 2026-08-11T22:14:58.954748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:54.802255Z digest=sha256:1e7444f055dd7b0898fb00ae3d5a9bb1da0808f0991040bf4bf9139963327f86

Observation 2c38c2fa-73ab-4a11-a1ea-766015b29073 · outbound

This paper cites Unleashing the potential of prompt engineering for large language models.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unleashing the potential of prompt engineering for large language models

Reference 6

Resolution
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no resolver link, observed 2026-08-11T22:14:54.812017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:54.812017Z digest=sha256:c78d72612ad25131bcf6c5f07d831e8d080801ca32d4ab62798a9f1ef4736fa3

Observation 072fb8bd-9b7f-4c4b-aaeb-11320ec55edf · outbound

This paper cites Dias-Neto and Guilherme H.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Dias-Neto and Guilherme H

Reference 7

Resolution
malformed identifier
doi_truncated, observed 2026-08-11T22:14:55.669136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:54.833900Z digest=sha256:34d929299e6a8225a0772553e72be953d1a0d74184c562f390856135af29fd51

Observation 13bba754-af8e-4ba5-8e0f-0d6a91c26c46 · outbound

This paper cites A Systematic Survey of Prompt Engineering on Vision-Language Foundation Models.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT A Systematic Survey of Prompt Engineering on Vision-Language Foundation Models

Reference 8

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:54.870259Z digest=sha256:fb2ede7482a5580a3253496188d2fc005c3c52142670c9746276130a06cd9e85

Observation aae74153-14fa-49dd-8fe0-ef28904bd5e1 · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:54.889869Z digest=sha256:bdc455990c8617d476efb7d2dc05fa044439ca55f1df86a02b3cfcefb37e95c5

Observation 3c159e18-2ced-4dc0-8bda-cc3080980c83 · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 10

Resolution
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raw_fallback, observed 2026-08-11T22:14:58.894758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:54.919262Z digest=sha256:7b48c61ad24e1a2836d6df3277fe954ef84069deaa0334a0f0ca5bb61ca7909a

Observation 7204b2a8-36fb-4e5a-8473-c84677123072 · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 11

Resolution
malformed identifier
no resolver link, observed 2026-08-11T22:14:54.932841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:54.932841Z digest=sha256:aeed70cbe69f01e7f1d2872ebe75da289098a289f87e63dbeb92c94c9f379ae0

Observation 1a13574b-a281-4cb2-9cb1-65f00835dc63 · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:14:58.824748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:54.952597Z digest=sha256:67f247f14b09034200a6c346e92210b8fa8c5d67b856ac99e981cb2e76586eeb

Observation bad83334-44bc-40cd-bf05-2a35d0872269 · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-11T22:14:54.967566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:54.967566Z digest=sha256:d182f6c4d27574b659e12e5c50c8faa99533f8e1828637626cd4e69fb82390fe

Observation cb0e252f-37fb-4a5d-ac34-4fe38e266fe6 · outbound

This paper cites SOEN-101: Code Generation by Emulating Software Process Models Using Large Language Model Agents.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT SOEN-101: Code Generation by Emulating Software Process Models Using Large Language Model Agents

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-11T22:14:54.992129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:54.992129Z digest=sha256:dfdc93f049dbbf91004788991951331963976a34b5c8287454576c75f3dd60bc

Observation 7620c2ef-0559-4a54-8f75-f4e1782ea2c2 · outbound

This paper cites Can ChatGPT advance software testing intelligence? An experience report on metamorphic testing.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Can ChatGPT advance software testing intelligence? An experience report on metamorphic testing

Reference 15

Resolution
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no resolver link, observed 2026-08-11T22:14:55.006465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:55.006465Z digest=sha256:c3c0021b2f04aa62093a6d9c6ad7bc285c1e9180075ee2077388646178bd2566

Observation 1dc71bcd-0732-4322-8bef-6f40f91a98d6 · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:14:58.742419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:55.013968Z digest=sha256:8b97652b55a723b012bb70a06a38fb2ddb0b2f767867a076ace4735cbf88d527

Observation eb7df591-d0e3-4bf9-ab12-d8c2ca6b724a · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 17

Resolution
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no resolver link, observed 2026-08-11T22:14:55.028026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:55.028026Z digest=sha256:0e1784cce5287e923dd0f9eb99e1a178b1c44fef121211d3629b89a0dc568c4f

Observation d233acc0-eba6-488e-a271-965c36b7108c · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 18

Resolution
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no resolver link, observed 2026-08-11T22:14:55.037969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:55.037969Z digest=sha256:351af6c5e4595c337dd42897679ca77aa81a19eee3d8a1ac6c027d3c1a208e53

Observation e98081fe-fa43-46e8-9fa8-a385d9087e67 · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:14:58.564751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:55.056757Z digest=sha256:7f4419752bfcbc4347db8a4e02d1b67fc68fbf190c3399f3dd5f7aa04468cf00

Observation 8231171f-72e9-4996-9cd5-33325088da00 · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:14:58.354834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:55.070437Z digest=sha256:bc79a04bf67314fd806458760dff85cc0c4d5503910aeef2511df7b7ccc82806

Observation 77d8ada2-39a7-48a3-8423-f36623954feb · outbound

This paper cites Automated User Story Generation with Test Case Specification Using Large Language Model.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Automated User Story Generation with Test Case Specification Using Large Language Model

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-11T22:14:55.079455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:55.079455Z digest=sha256:5fc359d8655d93d74152f13c34b941210648bc5de6e65f37b8d5e6a57c5a4a28

Observation 3cbf0078-4b0c-431b-abfd-393ac80c6cba · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 22

Resolution
malformed identifier
no resolver link, observed 2026-08-11T22:14:55.093788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:55.093788Z digest=sha256:bf5b27f76bbc52fd6bd429c3c87965cb05fd540cfcd4d6406dd345af75d01dc4

Observation 724cbec6-c341-4ee0-9373-db848edcdd8e · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-11T22:14:55.127177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:55.127177Z digest=sha256:5fd7d4d10520f9afc20e034cbdc2a90ac1e0623708cf34679fbe75e03225fdd3

Observation b7879ef5-1f5a-4899-bcf2-56a9d4ed4c4a · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:14:58.194748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:55.134471Z digest=sha256:cab259ea96e2b175a66de7f61181e0f5c433391d22100b78e828aac815321f9c

Observation eba2a602-1ae1-4b68-aa33-b4a4bbf9c04c · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:14:58.044859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:55.144108Z digest=sha256:d4520b81785d97be0377ea3d3a827d2f58725c433a9cc59dcaae1f3c34d17947

Observation 2c0fcf94-3ed5-4403-b1fc-bfabfdf101d7 · outbound

This paper cites Rizwan Beg.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Rizwan Beg

Reference 27

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no resolver link, observed 2026-08-11T22:14:55.162613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:55.162613Z digest=sha256:2165a35e9675696ca2be06f30db473efa4396e4a2a00b5766ba77971a7d34528

Observation 2373a620-a39b-4706-9700-0bb929b79b02 · outbound

This paper cites Automatic Generation of Acceptance Test Cases from Use Case Specifications: an NLP-based Approach.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Automatic Generation of Acceptance Test Cases from Use Case Specifications: an NLP-based Approach

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-11T22:14:56.604747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:55.171949Z digest=sha256:944b054f7cc1ac36d4129046236fd1d79703fce2120838f56148876a04eebed7

Observation 0d547521-1298-4074-89c3-a98dd1f5deea · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-11T22:14:55.190687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:55.190687Z digest=sha256:5a76fe1983e82b35158be27e786060e1250f8dc739d0d89eabe367ea6db5a41e

Observation 3b9f62b0-a050-4977-9880-9377c755d269 · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:14:57.924800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:55.213692Z digest=sha256:a34c604bae5e69c99dee3a897b53f8dad53ceea5a5cf0159b4f96c5622728295

Observation 32f1cc6a-e5d2-4221-b703-6ec35ada5010 · outbound

This paper cites ChatGPT Prompt Patterns for Improving Code Quality, Refactoring, Requirements Elicitation, and Software Design.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT ChatGPT Prompt Patterns for Improving Code Quality, Refactoring, Requirements Elicitation, and Software Design

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-11T22:14:55.221386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:55.221386Z digest=sha256:01c03137c00fa8658ba742e00bbb9a7d2bfdb6f0ecec89177f3f309ea60a0701

Observation a9403419-eb33-4a94-955b-1adf3832b2fc · outbound

This paper cites an unresolved cited work.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:14:57.803063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T22:14:55.245647Z digest=sha256:89e0be8ccc9406aa6e9dbe1eddd7d8f52b2a62f46317aa4673294600a5873896

Observation ccec25f4-f4e2-4eae-bbff-55bcaa2972f7 · outbound

This paper cites System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-11T22:14:55.302504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:55.302504Z digest=sha256:1022acbbde3a0923cfcd73cf0512060e5d7e6504fe177070ab43159e77407908

Observation 0e08a5bc-38ce-4dee-865e-68e098a03e4c · outbound

This paper cites In 23rd IEEE International Conference on Software Quality, Reliability, and Security, QRS 2023, Chiang Mai, Thailand, October 22-26, 2023.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT In 23rd IEEE International Conference on Software Quality, Reliability, and Security, QRS 2023, Chiang Mai, Thailand, October 22-26, 2023

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-11T22:14:55.278567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:55.278567Z digest=sha256:c2de120dfc45f081437954ba8ab07763cfaadab4fa8a0c757b2b6037dd94ba2f

Pith citing papers

Observation ccec25f4-f4e2-4eae-bbff-55bcaa2972f7 · inbound

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT cites this paper.

System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-11T22:14:55.302504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:14:55.302504Z digest=sha256:1022acbbde3a0923cfcd73cf0512060e5d7e6504fe177070ab43159e77407908

Observation cda060c7-8a46-4b08-ac6f-07ac0a826769 · inbound

A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards cites this paper.

A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT

Reference 71

Resolution
verified exact
arxiv_id, observed 2026-05-22T13:46:37.173237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-22T13:45:28.789452Z digest=sha256:d77f2b68ddd580a9711bc8b8ec4ff5761f3da0e13ba3843e14d8fc9ecfdc8e43

Observation 469aa6b6-11e7-4d8b-a1cf-b7efe4214af3 · inbound

LLMCFG-TGen: Using LLM-Generated Control Flow Graphs to Automatically Create Test Cases from Use Cases cites this paper.

LLMCFG-TGen: Using LLM-Generated Control Flow Graphs to Automatically Create Test Cases from Use Cases System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-03T18:12:40.683649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:12:40.683649Z digest=sha256:16315394daec61fc7334fb648045ee1a7c9abf75382170497cf9e0de6ef353c7

Observation 4392d36d-05db-4eac-874d-288c5a4ac9ca · inbound

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation cites this paper.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-11T21:16:26.386046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-08T06:05:24.395798Z digest=sha256:cd363a4ffe71a90939add7b0a12d7b43256ddec8573ad728e4eb0e63df04062b

Observation d88c0066-8a6e-444e-9592-5134350525c4 · inbound

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation cites this paper.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-04T05:26:31.496775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:26:31.496775Z digest=sha256:c7ad539b513c34900413251c41c14ec6db8759b845710d02bc4d20381da49408