{"as_of":"2026-08-12T23:30:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:111ad7c45f738cea22d77eec06cc076d672ee18570b91b04152d3fd5214da580","coverage":[{"denominator":32,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":32,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T23:41:46.609939Z","state":"measured"},{"denominator":33,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":33,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-12T06:34:41.77262+00:00","state":"measured"},{"denominator":1,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":1,"source":"paper_references, paper_reference_links","source_observed_at":"2026-06-27T17:46:18.654874Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-07-02T23:57:28.034260Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"cited_work":{"arxiv_id":"2506.16586","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2506.16586","snapshot_observed_at":"2026-07-02T23:57:28.034260Z","title":"and Kyslyi, R","venue":null,"work_id":"4cfb4dd3-7c28-434d-9351-3561e1b9ef0d","year":null},"citing_paper":{"arxiv_id":"2606.08806","last_updated":"2026-06-07T19:53:19Z","snapshot_observed_at":"2026-08-07T21:52:03.074716Z","submitted_at":"2026-06-07T19:53:19Z","title":"Governance Controls for AI-Generated Test Artifacts in Autonomous Software Testing","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-06-27T17:46:18.654874Z"},"links":{"cited_paper":"/paper/2506.16586","citing_paper":"/paper/2606.08806"},"observation_digest":"sha256:744b429f87042ad8bfb3ef3d034eeeb3dbb9ec3b65b17db251b0b2a9c78020cf","observation_id":"151425e7-46d2-4dc4-a402-663d1bc2d8fb","resolution":{"observed_at":"2026-07-02T23:57:28.036031Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2506.16586/citation-record","integrity":"/paper/2506.16586/integrity","json":"/paper/2506.16586/citation-record.json","paper":"/paper/2506.16586"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.770414Z","title":null,"venue":null,"work_id":"8459a00f-9372-497c-b214-f22574b7d942","year":2022},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:43.697582Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:5037b43b257e5f797e0444f5886c59e6f748b03d75b83934ace8ffb31a931792","observation_id":"f0b608ab-ea3b-4b32-846a-9709de9ed4d5","resolution":{"observed_at":"2026-08-06T23:41:47.773137Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:43.801523Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:43.801523Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:d65a685bbdb2cbc89f18418b2f1081ec06ee7f8fc2323b853297d8c212d27b4c","observation_id":"88cc0cc0-0463-4c4c-997d-efb6feebb5a1","resolution":{"observed_at":"2026-08-06T23:41:43.801523Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.760988Z","title":null,"venue":null,"work_id":"59b4463a-c35d-4403-8244-5d92f17da97a","year":2022},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:43.892743Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:c87dd2cb534cd92dbf12d6ab5a92458dcc27230d1dba0375dfdb49c0563bc5f2","observation_id":"de3a1bd1-149d-4a75-bee7-1c3516f610b9","resolution":{"observed_at":"2026-08-06T23:41:47.763795Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.751586Z","title":"Newtown Square: Proj- ect Management Institute, Inc","venue":null,"work_id":"163e471f-0252-4014-96df-f30f6e42d7bc","year":2021},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:43.952472Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:1ea880787451a038db768e88cf78991ca013573e21c5bc2833e8b122646d95fd","observation_id":"a1096b5d-73d8-444e-b859-752d72ff8445","resolution":{"observed_at":"2026-08-06T23:41:47.754788Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.5120/440-673","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T05:30:23.456663Z","title":"A., Deshpande, A","venue":"International Journal of Computer Applications","work_id":"3aa3b007-7023-4a99-83d1-f1e0d858a637","year":2010},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:44.078028Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:bf6c6db2ae2ae1550e048e7094b315c63d469996cb342846613e38eeab7046cb","observation_id":"92edb8b4-5a28-4a0d-8251-fcc393ecf229","resolution":{"observed_at":"2026-08-06T23:41:46.920690Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.742122Z","title":"University of Minnesota Software Engi- neering Center","venue":null,"work_id":"75445d97-329a-4b9a-a2d7-8208047b88a8","year":2025},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:44.165658Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:66933a7cf3072002dda96f57a2e9071e8c55953980859bd5a3e97fcf832a2433","observation_id":"54d6b872-1083-44b1-b9f6-25d1fe7257fc","resolution":{"observed_at":"2026-08-06T23:41:47.745219Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.732264Z","title":"Available at: https://www.saucedemo.com/","venue":null,"work_id":"065e594d-6ae8-4a96-ae69-2ea34167b80f","year":null},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:44.283874Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:d4aafc51c82583d7f44bef9c79952b63a2382a4504a21e9db84e9a107edeadab","observation_id":"ef49aab2-7a28-4e8b-9654-2bec55add187","resolution":{"observed_at":"2026-08-06T23:41:47.735385Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"5448.2024","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.566522Z","title":null,"venue":null,"work_id":"443d2d87-a750-47c0-b9db-be46659ce15a","year":2024},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:44.398971Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:ff63a03175754aea18a8c4d41d146e3d71a162fb56d8fd478872c94d5e22ae3b","observation_id":"07293acc-0ad8-4e1d-a7be-daa2553a8b31","resolution":{"observed_at":"2026-08-06T23:41:47.571723Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.722589Z","title":"Available at: https://codescene.com/blog/6x-improvement-over-sonarqube","venue":null,"work_id":"79924df7-c621-4a1d-99d9-38662edde0b9","year":null},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:44.487863Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:c6251101fbea3afff63bda6a2a5a1e444b0937c488da3101670bdc20d1e8d9dc","observation_id":"95954701-d440-4b5b-8099-5b4114a38a1e","resolution":{"observed_at":"2026-08-06T23:41:47.725795Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2022.31760","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.492922Z","title":null,"venue":null,"work_id":"139694f7-92bc-483f-8f89-33e94188be0f","year":2022},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:44.586134Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:b43dbdd02fba8ee50716db8680fa8bd67f22315932c3fd71ede93263d0e71acf","observation_id":"f7104e7c-0739-4c1f-86e4-4d4e698d7c0b","resolution":{"observed_at":"2026-08-06T23:41:47.497837Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1007/978-3-319-98740-8","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T00:03:56.115653Z","title":null,"venue":"Jagiellonian University Repository (Jagiellonian University)","work_id":"34d35e32-aeca-4109-8963-2cdd2fe63ce8","year":2018},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:44.706385Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:83b77c5aa3fedf00182fe2eb5674b98ad7e5ca8c6b8663072f5fce35aefec298","observation_id":"04ff2243-bd29-4bb5-aba5-e389eda1b33a","resolution":{"observed_at":"2026-08-06T23:41:46.909754Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:44.810812Z","title":"C., Klein, J., Bissyandé, T","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:44.810812Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:9d83f2f7ab8ca4575f86c379e3af4b0e762247605a0f3c2099063fbf4c473262","observation_id":"1cad208f-7ca9-44e6-806f-605e53ebd7a4","resolution":{"observed_at":"2026-08-06T23:41:44.810812Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2501.06837","last_updated":"2025-01-12T15:10:57Z","snapshot_observed_at":"2026-08-12T19:57:25.048112Z","submitted_at":"2025-01-12T15:10:57Z","title":"An efficient approach to represent enterprise web application structure using Large Language Model in the service of Intelligent Quality Engineering","version":1},"cited_work":{"arxiv_id":"2501.06837","doi":"10.48550/arxiv.2501.06837","metadata_source":"pith","pith_arxiv_id":"2501.06837","snapshot_observed_at":"2026-08-10T05:30:23.456663Z","title":"An efficient approach to represent enterprise web application structure using Large Language Model in the service of Intelligent Quality Engineering","venue":"cs.AI","work_id":"5d39f1c4-b2b9-4e29-8994-4fe63bf5fae6","year":2025},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:44.896555Z"},"links":{"cited_paper":"/paper/2501.06837","citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:910813bd2b785763b2d0c3b1371db7b3f879eb8e48b25c6824daa07e6c49d7be","observation_id":"721e627e-7981-4793-8f3c-776a7b4b92af","resolution":{"observed_at":"2026-08-06T23:41:46.899446Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:45.018880Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:45.018880Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:f06903e8f7e02fdbcf5a74678d62752209f539fa0d068518188b4ab5d624769f","observation_id":"525409d5-ed74-422e-a6b2-7d34e612acaa","resolution":{"observed_at":"2026-08-06T23:41:45.018880Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.712858Z","title":null,"venue":null,"work_id":"b045ce54-a3c1-4ab5-9fbe-626510b19ac5","year":2024},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:45.090309Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:fef81d532d0c84570f90894bc04c95fc928039713d2d8b55cba61b8b02b098a3","observation_id":"f8657908-5ef5-4a27-881f-b83f6b6dfe57","resolution":{"observed_at":"2026-08-06T23:41:47.716136Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.702816Z","title":null,"venue":null,"work_id":"b7875fe7-b8c7-453c-b145-59d069785837","year":2017},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:45.180288Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:9a71d053a60dd39d38e419cd807d8de6bc4b5bea23c055bbfe90287655c6fa3e","observation_id":"0295b008-2e62-4ea8-8b99-c43762aaf7d3","resolution":{"observed_at":"2026-08-06T23:41:47.706250Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:45.302497Z","title":null,"venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:45.302497Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:03d2765c1fd8c45bc5b0f29f8448cbb36834df255f8b44c9a51e67d5d9bd4dbf","observation_id":"7938c2e7-95ac-423b-a116-9297098ef167","resolution":{"observed_at":"2026-08-06T23:41:45.302497Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:45.410474Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:45.410474Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:4b4a1c35832516c6968cc951c6f976537741a3d34fa3a548bf1945e205e9023b","observation_id":"66518d49-a307-4f50-9723-06da4715f3bf","resolution":{"observed_at":"2026-08-06T23:41:45.410474Z","resolver_source":null,"status":"malformed_identifier"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:45.735194Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:45.735194Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:00b7a2f8125c32117dee3c4ac5d92197c5e62cb2541271820132e5868d31c5f3","observation_id":"4099b7db-4604-49d9-bf94-1a197c2a040d","resolution":{"observed_at":"2026-08-06T23:41:45.735194Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2501.12862","last_updated":"2025-01-22T13:14:02Z","snapshot_observed_at":"2026-08-10T16:40:03.723678Z","submitted_at":"2025-01-22T13:14:02Z","title":"Mutation-Guided LLM-based Test Generation at Meta","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.12862","snapshot_observed_at":"2026-08-06T23:41:45.888328Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:45.888328Z"},"links":{"cited_paper":"/paper/2501.12862","citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:a6595cfa560f6cd3239d30fd631cc00ee64d7aec0973bbd27fa3305e6e69755e","observation_id":"46b5d187-38f4-4ff5-8343-976029684e30","resolution":{"observed_at":"2026-08-06T23:41:45.888328Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.48550/arxiv.2409.12682","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T05:30:23.456663Z","title":"(2024, September)","venue":"arXiv (Cornell University)","work_id":"9187e292-89c7-44b8-b1f0-0bdda2828e1e","year":2024},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:46.007049Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:bacf9363dcee8d44e7c34f5645b5854d8b49b64ed392f7082b6f1adbc0f973f8","observation_id":"ce2eae10-8adc-445b-9995-1e9769a8657a","resolution":{"observed_at":"2026-08-06T23:41:46.798508Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.48550/arxiv.2502.13681","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T05:30:23.456663Z","title":null,"venue":"ArXiv.org","work_id":"d6fe77d8-7dd6-4371-80e8-8222b4f4dd34","year":2025},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:46.137194Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:f8fb41019d19169b92982927b41f2e6ada5a271c4219d15736c846f637e20472","observation_id":"7902b59c-4acd-4ade-b991-59f7bf99234d","resolution":{"observed_at":"2026-08-06T23:41:46.711900Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"0979.26709","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.148243Z","title":"S., Hao, M., Leesatapornwongsa, T., Patana-anake, T., Do, T., Adityatama, J","venue":null,"work_id":"734c359b-b671-486f-a4c6-1f19d30be371","year":2014},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:46.150282Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:b9cab7d30df9e54cb68c28b47f26263fe5829fc31892a6408af5ecb7a70753ed","observation_id":"58669b53-beaa-41d6-b3ff-11404c96cea0","resolution":{"observed_at":"2026-08-06T23:41:47.153892Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.692642Z","title":null,"venue":null,"work_id":"8d56ab43-bebb-4094-af96-4d5590507e06","year":2018},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:46.153800Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:f9eb7ba850d51d29fe922b676ea3a75c2ae03b74a0f1f1a7720234c5d91336d8","observation_id":"9cafc05e-dc07-4bc3-b2d4-734cb57e3bf2","resolution":{"observed_at":"2026-08-06T23:41:47.695651Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2210.03629","last_updated":"2023-03-10T01:00:17Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2022-10-06T01:00:32Z","title":"ReAct: Synergizing Reasoning and Acting in Language Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2210.03629","snapshot_observed_at":"2026-08-06T23:41:46.156989Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:46.156989Z"},"links":{"cited_paper":"/paper/2210.03629","citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:4be47666181e32fc9119ea580626dec146db86c778f31f038b7b761448d54598","observation_id":"b8f30a2d-e59e-4c4d-9ec8-50fa529a6532","resolution":{"observed_at":"2026-08-06T23:41:46.156989Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:46.160981Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:46.160981Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:bf62b0d125c5ecbb7f0560a1bf15135c46cbe53623dd70f8e17496f817c1db20","observation_id":"f1cb13f8-0596-4f99-8f42-756c6cc62a69","resolution":{"observed_at":"2026-08-06T23:41:46.160981Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:46.165673Z","title":"T., Wu, T., Guestrin, C., Singh, S","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:46.165673Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:2c9be87d18e9a231bc54ea983dd44f67952ce45dde9194bdba2d4936bc5e8421","observation_id":"c4cb117a-c42b-431f-a741-2069b3a0b62b","resolution":{"observed_at":"2026-08-06T23:41:46.165673Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.682834Z","title":null,"venue":null,"work_id":"4c7dcb93-f552-434c-8728-566570acdeac","year":2022},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:46.233488Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:4c88039337b942f169d30778cad04ec1f5d562ef800792551460de138bbded4c","observation_id":"d24916c8-06fe-4aaf-9955-3b9052aa747e","resolution":{"observed_at":"2026-08-06T23:41:47.685980Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.672870Z","title":"Available at: https://github.com/igor- pysmennyi-kpi/qa-ai-overview-paper-2025","venue":null,"work_id":"826f5e1a-444f-453a-873a-a42183c9f00b","year":2025},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:46.396512Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:32925d7d51e19e03593b241b26118255a719b35b3f444d41c38b60b43aa42625","observation_id":"3a459eb0-966d-4c55-bde3-08762f469363","resolution":{"observed_at":"2026-08-06T23:41:47.676248Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.662941Z","title":null,"venue":null,"work_id":"a23a541e-b625-4858-9fc4-9b6057bc1da2","year":2016},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:46.499634Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:d93873066f7f2676b79bff3c7c05735a7c4782244cd527648b88af519a136602","observation_id":"27fd044c-7018-4aca-94ca-2faacef9bd27","resolution":{"observed_at":"2026-08-06T23:41:47.666194Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:47.653009Z","title":null,"venue":null,"work_id":"a79976b8-7648-4fce-97f1-441aac087097","year":2022},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:46.606403Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:62f4b37209eb334227cfe55ba5da3b6302cf194c1bf738c8a56dae13b51ef07e","observation_id":"a2458f5e-d2bf-4378-9ce7-d3cb1ef0c198","resolution":{"observed_at":"2026-08-06T23:41:47.656164Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:41:46.609939Z","title":"Igor Sikorsky Kyiv Polytechnic Institute","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-06T23:41:46.609939Z"},"links":{"citing_paper":"/paper/2506.16586"},"observation_digest":"sha256:a7c1f38df83689b6d1bd7bbd1624f35b10ebd5445ce468caf8c4fad7c0f56a46","observation_id":"20ce934c-135a-458b-b053-45f09063014a","resolution":{"observed_at":"2026-08-06T23:41:46.609939Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2506.16586","last_updated":"2025-06-19T20:22:47Z","latest_version":1,"primary_category":"cs.SE","snapshot_observed_at":"2026-08-06T23:35:04.524752Z","submitted_at":"2025-06-19T20:22:47Z","title":"AI-Driven Tools in Modern Software Quality Assurance: An Assessment of Benefits, Challenges, and Future Directions"},"reference_resolution":{"displayed":32,"state_counts":{"malformed_identifier":1,"metadata_mismatch":2,"parse_uncertain":0,"unresolved":18,"verified_exact":6,"verified_fuzzy":5},"total_outbound_references":32},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"thesis":"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."}