Paper Citation Record · LEDGER

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study

As of 16 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 4 inbound Pith citation observations for arXiv:2502.04008.

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

pith.paper-citation-record.v1
2502.04008 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T23:57:03.488986Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:20:41.415541Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T18:28:49.688386Z

Reference resolution

42 of 42 outbound references displayed

verified exact2
verified fuzzy33
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b848e9da-6c8b-4b47-9e54-b84c0265391c · outbound

This paper cites Large language models for software engineering: Survey and open problems,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Large language models for software engineering: Survey and open problems,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.947941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 143ce95f-62d5-4b17-8f5f-6d258e976fe6 · outbound

This paper cites Large Language Models for Software Engineering: A Systematic Literature Review.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Large Language Models for Software Engineering: A Systematic Literature Review

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T23:57:03.349664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a12d89ad-f014-44c0-9e80-f13ca87b4d1e · outbound

This paper cites Software testing with large language models: Survey, landscape, and vision,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Software testing with large language models: Survey, landscape, and vision,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.938980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b7014fde-e877-415b-8a1f-2d5ebfb19e95 · outbound

This paper cites Software testing with large language models: Survey, landscape, and vision,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Software testing with large language models: Survey, landscape, and vision,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T23:57:03.357256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation deabc935-c445-431c-bfc9-7bf40770e0b3 · outbound

This paper cites Teaching Large Language Models to Self-Debug.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Teaching Large Language Models to Self-Debug

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T23:57:03.361007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a75e154-1c36-42f9-9487-f7e85dd515db · outbound

This paper cites No More Manual Tests? Evaluating and Improving ChatGPT for Unit Test Generation.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study No More Manual Tests? Evaluating and Improving ChatGPT for Unit Test Generation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T23:57:03.364792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81b9e176-fddc-4487-846d-107f63ba4b6c · outbound

This paper cites Enhancing software development practices with ai insights in high-tech companies,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Enhancing software development practices with ai insights in high-tech companies,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.924945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 84deec45-e5c0-4fe3-89eb-d117b8aaac43 · outbound

This paper cites Intent-driven mobile gui testing with autonomous large language model agents,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Intent-driven mobile gui testing with autonomous large language model agents,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.916015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0718f461-0e35-41df-b6af-dc6d2ae06220 · outbound

This paper cites Towards autonomous test- ing agents via conversational large language models,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Towards autonomous test- ing agents via conversational large language models,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.907206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cacab155-eec6-42b2-a0bd-f3e982dfd482 · outbound

This paper cites Llms and process mining: Challenges in rpa: Task grouping, labelling and connector recommen- dation,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Llms and process mining: Challenges in rpa: Task grouping, labelling and connector recommen- dation,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.898066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f5c18a5a-cee4-4ed2-ab1f-e66dc4fd592e · outbound

This paper cites Llms for intelligent software testing: a comparative study,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Llms for intelligent software testing: a comparative study,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.888986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 23ddee20-4c0a-481d-adb1-2e53a57fd2a6 · outbound

This paper cites Testing restful apis: A survey,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Testing restful apis: A survey,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.879588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 11cc2e62-5172-4fea-888e-945f570248e4 · outbound

This paper cites Modeling 3-tiered web applications,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Modeling 3-tiered web applications,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.870520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 87730134-5e65-4816-a294-1a3670875ab0 · outbound

This paper cites Openapi standard,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Openapi standard,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.861615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0c131bd9-aacf-4cc2-a4db-7f8eb4d1be5b · outbound

This paper cites Openapi template,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Openapi template,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.852830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0fef4e6f-2673-45a7-895c-277e70b06dfd · outbound

This paper cites DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T23:57:03.399659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c299b20-13d0-4060-ac94-2928bec0f0cd · outbound

This paper cites Introducing structured outputs in the api.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Introducing structured outputs in the api

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.843896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 77d84c5f-b3d9-468e-b16a-ce608700f8ff · outbound

This paper cites Fundamentals of creep, testing methods and development of test rig for the full-scale crossarm: A review,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Fundamentals of creep, testing methods and development of test rig for the full-scale crossarm: A review,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.835062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 42b0a08f-c125-487e-a0bd-415ff30c34d0 · outbound

This paper cites Testing restful apis: A survey,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Testing restful apis: A survey,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.825992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2b2cbb20-26dd-440f-ab1a-677c6e6b7d5f · outbound

This paper cites Resource-based test case generation for restful web services,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Resource-based test case generation for restful web services,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.817384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e3d8ed44-27be-4ee3-910c-dd56fff2be32 · outbound

This paper cites Resource and dependency based test case generation for restful web services,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Resource and dependency based test case generation for restful web services,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.808984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4630aba9-7ffc-464c-aa88-d487b30dcafa · outbound

This paper cites Automated black-and white-box testing of restful apis with evomaster,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Automated black-and white-box testing of restful apis with evomaster,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.799478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c282b1a9-efef-4291-a298-273803edeae4 · outbound

This paper cites Restful api automated test case generation with evomaster,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Restful api automated test case generation with evomaster,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.780002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 89bc5b94-aebd-4ac2-af4b-06ab978e51ea · outbound

This paper cites Javascript instrumentation for search-based software testing: A study with restful apis,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Javascript instrumentation for search-based software testing: A study with restful apis,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.769960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6e284513-9057-4837-8f8b-81a155667b3c · outbound

This paper cites Model-based testing of breaking changes in node. js libraries,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Model-based testing of breaking changes in node. js libraries,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.759492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f3a06d99-216a-493f-b5c0-4cc62814e832 · outbound

This paper cites Pythia: Grammar-Based Fuzzing of REST APIs with Coverage-guided Feedback and Learning-based Mutations.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Pythia: Grammar-Based Fuzzing of REST APIs with Coverage-guided Feedback and Learning-based Mutations

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-08T23:57:03.562766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b5f8d214-dad4-46de-b0dd-58f24f57d0e2 · outbound

This paper cites Resttestgen: automated black-box testing of restful apis,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Resttestgen: automated black-box testing of restful apis,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.748685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c4ce24e7-0826-47e7-853f-c35ef47f3445 · outbound

This paper cites Jsongen: A quickcheck based library for testing json web services,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Jsongen: A quickcheck based library for testing json web services,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.736758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 465c4056-a3e2-4382-b17c-47855c31c8c6 · outbound

This paper cites Test-the-rest: An approach to testing restful web-services,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Test-the-rest: An approach to testing restful web-services,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.724487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 19152427-04f9-43f6-b84d-86d6ed603ec9 · outbound

This paper cites Model-driven testing of restful apis,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Model-driven testing of restful apis,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.711937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7183582a-b89a-48ad-a55d-2c8436f6aee5 · outbound

This paper cites Test suite generation with the many independent objec- tive (mio) algorithm,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Test suite generation with the many independent objec- tive (mio) algorithm,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.789835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fb4f4672-2fcc-4d95-b598-8fa02367ce5a · outbound

This paper cites Intelligent rest api data fuzzing,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Intelligent rest api data fuzzing,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.699771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7bd10815-a841-452f-9841-f53e82230126 · outbound

This paper cites Improving test case generation for rest apis through hierarchical clustering,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Improving test case generation for rest apis through hierarchical clustering,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.687768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e7a1d2a8-2ac7-496d-a60f-4981e9e27933 · outbound

This paper cites foREST: A Tree-based Approach for Fuzzing RESTful APIs.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study foREST: A Tree-based Approach for Fuzzing RESTful APIs

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-08-08T23:57:03.547112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 37511afd-350d-440a-91d8-5f6e40ba3c6f · outbound

This paper cites Restest: Black- box constraint-based testing of restful web apis,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Restest: Black- box constraint-based testing of restful web apis,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.674686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 98133d91-d812-4b05-b523-afc76244bafa · outbound

This paper cites Application of api automation test- ing based on microservice mode in industry software,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Application of api automation test- ing based on microservice mode in industry software,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.662589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5e047cbc-6190-41d8-8b3e-03ceedbec423 · outbound

This paper cites Optimizing microservices and api testing pipelines with ai,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Optimizing microservices and api testing pipelines with ai,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.650434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b81c8524-22b3-44ac-abf5-5e2cb1b8c66c · outbound

This paper cites Leveraging large language models to improve rest api testing,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Leveraging large language models to improve rest api testing,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.639148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5c649473-7675-4fcb-97c0-e53ac7d4d160 · outbound

This paper cites Kat: Dependency-aware automated api testing with large language models,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Kat: Dependency-aware automated api testing with large language models,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.627714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8eee4857-9fd1-4af0-a8da-eda2f503e682 · outbound

This paper cites Automating rest api postman test cases using llm,.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study Automating rest api postman test cases using llm,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:57:03.616010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cff3a969-d80e-4a4c-9f3f-6501bf704f9f · outbound

This paper cites You Can REST Now: Automated REST API Documentation and Testing via LLM-Assisted Request Mutations.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study You Can REST Now: Automated REST API Documentation and Testing via LLM-Assisted Request Mutations

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-08T23:57:03.485789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db23e269-cc29-42aa-ad05-cb3c0e786c7c · outbound

This paper cites APITestGenie: Automated API Test Generation through Generative AI.

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study APITestGenie: Automated API Test Generation through Generative AI

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-08T23:57:03.488986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f5ebdf4e-ded0-478c-ac70-31815264ffd4 · inbound

Cross-Functional AI Task Forces (X-FAITs) for AI Transformation of Software Organizations cites this paper.

Cross-Functional AI Task Forces (X-FAITs) for AI Transformation of Software Organizations Automating a Complete Software Test Process Using LLMs: An Automotive Case Study

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T21:20:41.415541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8a19aec-2d3d-4b1e-9b2f-04800de0dad8 · inbound

Enhancing Large Language Models with Retrieval Augmented Generation for Software Testing and Inspection Automation cites this paper.

Enhancing Large Language Models with Retrieval Augmented Generation for Software Testing and Inspection Automation Automating a Complete Software Test Process Using LLMs: An Automotive Case Study

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-10T10:44:37.965605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e21af16e-1f5a-4378-ad8a-105a8519d937 · inbound

Cluster-Aware Dual-Level Test Specification Generation for Large-Scale Automotive Software Requirements cites this paper.

Cluster-Aware Dual-Level Test Specification Generation for Large-Scale Automotive Software Requirements Automating a Complete Software Test Process Using LLMs: An Automotive Case Study

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-07-03T18:28:49.690129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7d76efd6-cb37-46a9-8f11-542eca98bc30 · inbound

LLM Ensemble Fault Classification for Automotive HiL Validation cites this paper.

LLM Ensemble Fault Classification for Automotive HiL Validation Automating a Complete Software Test Process Using LLMs: An Automotive Case Study

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T18:56:27.980469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.