Paper Citation Record · LEDGER

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions

As of 12 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 1 inbound Pith citation observation for arXiv:2506.16586.

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

pith.paper-citation-record.v1
2506.16586 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:41:46.609939Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T17:46:18.654874Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T23:57:28.034260Z

Reference resolution

32 of 32 outbound references displayed

verified exact6
verified fuzzy5
unresolved18
parse uncertain0
malformed identifier1
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f0b608ab-ea3b-4b32-846a-9709de9ed4d5 · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:41:47.773137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 88cc0cc0-0463-4c4c-997d-efb6feebb5a1 · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T23:41:43.801523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de3a1bd1-149d-4a75-bee7-1c3516f610b9 · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:41:47.763795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a1096b5d-73d8-444e-b859-752d72ff8445 · outbound

This paper cites Newtown Square: Proj- ect Management Institute, Inc.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Newtown Square: Proj- ect Management Institute, Inc

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:41:47.754788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 92edb8b4-5a28-4a0d-8251-fcc393ecf229 · outbound

This paper cites A., Deshpande, A.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions A., Deshpande, A

Reference 5

Resolution: verified exact; doi, observed 2026-08-06T23:41:46.920690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 54d6b872-1083-44b1-b9f6-25d1fe7257fc · outbound

This paper cites University of Minnesota Software Engi- neering Center.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions University of Minnesota Software Engi- neering Center

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:41:47.745219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ef49aab2-7a28-4e8b-9654-2bec55add187 · outbound

This paper cites Available at: https://www.saucedemo.com/.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Available at: https://www.saucedemo.com/

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:41:47.735385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 07293acc-0ad8-4e1d-a7be-daa2553a8b31 · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 8

Resolution: verified exact; raw_fallback, observed 2026-08-06T23:41:47.571723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 95954701-d440-4b5b-8099-5b4114a38a1e · outbound

This paper cites Available at: https://codescene.com/blog/6x-improvement-over-sonarqube.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Available at: https://codescene.com/blog/6x-improvement-over-sonarqube

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:41:47.725795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f7104e7c-0739-4c1f-86e4-4d4e698d7c0b · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 10

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T23:41:47.497837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 04ff2243-bd29-4bb5-aba5-e389eda1b33a · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 11

Resolution: verified exact; doi, observed 2026-08-06T23:41:46.909754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1cad208f-7ca9-44e6-806f-605e53ebd7a4 · outbound

This paper cites C., Klein, J., Bissyandé, T.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions C., Klein, J., Bissyandé, T

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T23:41:44.810812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 721e627e-7981-4793-8f3c-776a7b4b92af · outbound

This paper cites An efficient approach to represent enterprise web application structure using Large Language Model in the service of Intelligent Quality Engineering.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions An efficient approach to represent enterprise web application structure using Large Language Model in the service of Intelligent Quality Engineering

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:41:46.899446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 525409d5-ed74-422e-a6b2-7d34e612acaa · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T23:41:45.018880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8657908-5ef5-4a27-881f-b83f6b6dfe57 · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:41:47.716136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0295b008-2e62-4ea8-8b99-c43762aaf7d3 · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:41:47.706250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7938c2e7-95ac-423b-a116-9297098ef167 · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T23:41:45.302497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66518d49-a307-4f50-9723-06da4715f3bf · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 18

Resolution: malformed identifier; no resolver link, observed 2026-08-06T23:41:45.410474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4099b7db-4604-49d9-bf94-1a197c2a040d · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T23:41:45.735194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46b5d187-38f4-4ff5-8343-976029684e30 · outbound

This paper cites Mutation-Guided LLM-based Test Generation at Meta.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Mutation-Guided LLM-based Test Generation at Meta

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T23:41:45.888328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce2eae10-8adc-445b-9995-1e9769a8657a · outbound

This paper cites (2024, September).

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions (2024, September)

Reference 22

Resolution: verified exact; doi, observed 2026-08-06T23:41:46.798508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7902b59c-4acd-4ade-b991-59f7bf99234d · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 23

Resolution: verified exact; doi, observed 2026-08-06T23:41:46.711900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 58669b53-beaa-41d6-b3ff-11404c96cea0 · outbound

This paper cites S., Hao, M., Leesatapornwongsa, T., Patana-anake, T., Do, T., Adityatama, J.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions S., Hao, M., Leesatapornwongsa, T., Patana-anake, T., Do, T., Adityatama, J

Reference 24

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T23:41:47.153892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9cafc05e-dc07-4bc3-b2d4-734cb57e3bf2 · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:41:47.695651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b8f30a2d-e59e-4c4d-9ec8-50fa529a6532 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions ReAct: Synergizing Reasoning and Acting in Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T23:41:46.156989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1cb13f8-0596-4f99-8f42-756c6cc62a69 · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T23:41:46.160981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4cb117a-c42b-431f-a741-2069b3a0b62b · outbound

This paper cites T., Wu, T., Guestrin, C., Singh, S.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions T., Wu, T., Guestrin, C., Singh, S

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T23:41:46.165673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d24916c8-06fe-4aaf-9955-3b9052aa747e · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:41:47.685980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3a459eb0-966d-4c55-bde3-08762f469363 · outbound

This paper cites Available at: https://github.com/igor- pysmennyi-kpi/qa-ai-overview-paper-2025.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Available at: https://github.com/igor- pysmennyi-kpi/qa-ai-overview-paper-2025

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:41:47.676248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 27fd044c-7018-4aca-94ca-2faacef9bd27 · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:41:47.666194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a2458f5e-d2bf-4378-9ce7-d3cb1ef0c198 · outbound

This paper cites an unresolved cited work.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:41:47.656164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 20ce934c-135a-458b-b053-45f09063014a · outbound

This paper cites Igor Sikorsky Kyiv Polytechnic Institute.

AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions Igor Sikorsky Kyiv Polytechnic Institute

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T23:41:46.609939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 151425e7-46d2-4dc4-a402-663d1bc2d8fb · inbound

Governance Controls for AI-Generated Test Artifacts in Autonomous Software Testing cites this paper.

Governance Controls for AI-Generated Test Artifacts in Autonomous Software Testing AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:57:28.036031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.