{"as_of":"2026-08-09T20:14:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:8ef7f8f71ed131aa1cd16676ec2309ad7a468fcc88ccabf46944748cfed21770","coverage":[{"denominator":49,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":49,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-09T12:26:08.339272Z","state":"measured"},{"denominator":52,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":52,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":3,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":3,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-04T06:49:07.865706Z","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":"2026-07-02T23:37:27.550995Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"cited_work":{"arxiv_id":"2502.02368","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2502.02368","snapshot_observed_at":"2026-07-02T23:37:27.550995Z","title":"Evaluating the effectiveness of llms in fixing maintainability issues in real-world projects","venue":null,"work_id":"921167ef-331b-49c4-bc6e-da9a5a2b2457","year":2025},"citing_paper":{"arxiv_id":"2505.13766","last_updated":"2026-04-28T00:23:13Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-05-19T22:49:30Z","title":"A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards","version":5},"reference_index":144,"source":"pdf_text","source_observed_at":"2026-05-22T13:45:28.789452Z"},"links":{"cited_paper":"/paper/2502.02368","citing_paper":"/paper/2505.13766"},"observation_digest":"sha256:5c5d1a927a3406976f2966203e49e586ba328fe35c670e9e492f21d9da69801c","observation_id":"f88be36a-4416-45ba-8b5f-bf9db798cc6c","resolution":{"observed_at":"2026-05-22T13:46:37.159453Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.02368","snapshot_observed_at":"2026-08-04T06:49:07.865706Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2511.15817","last_updated":"2026-08-03T14:58:52Z","snapshot_observed_at":"2026-08-08T06:29:32.806927Z","submitted_at":"2025-11-19T19:18:28Z","title":"A Causal Perspective on Measuring, Explaining and Mitigating Smells in LLM-Generated Code","version":6},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-04T06:49:07.865706Z"},"links":{"cited_paper":"/paper/2502.02368","citing_paper":"/paper/2511.15817"},"observation_digest":"sha256:c5180844069c41acbd6173b1270ade869619bf7be2956ef55fdb899df14bc477","observation_id":"02da1c6a-f6b6-4ec5-9ef6-70edad89e2c1","resolution":{"observed_at":"2026-08-04T06:49:07.865706Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"cited_work":{"arxiv_id":"2502.02368","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2502.02368","snapshot_observed_at":"2026-07-02T23:37:27.550995Z","title":"Evaluating the effectiveness of llms in fixing maintainability issues in real-world projects","venue":null,"work_id":"921167ef-331b-49c4-bc6e-da9a5a2b2457","year":2025},"citing_paper":{"arxiv_id":"2606.08588","last_updated":"2026-06-07T12:01:44Z","snapshot_observed_at":"2026-08-03T20:06:31.609958Z","submitted_at":"2026-06-07T12:01:44Z","title":"LLM vs. Human Unit Tests: Fault Detection on Real Python Bugs","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-06-27T18:07:02.131365Z"},"links":{"cited_paper":"/paper/2502.02368","citing_paper":"/paper/2606.08588"},"observation_digest":"sha256:4d223ac331b10b5f3ae98b3b49950cbba0c4fbf10b5254aeaafc4eb69f2c2296","observation_id":"6b8e368c-2a4b-4145-9fa1-dd4ef219ea98","resolution":{"observed_at":"2026-07-02T23:37:27.552567Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2502.02368/citation-record","integrity":"/paper/2502.02368/integrity","json":"/paper/2502.02368/citation-record.json","paper":"/paper/2502.02368"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T12:26:08.919167Z","title":"A systematic re- view of software maintainability prediction and metrics,","venue":null,"work_id":"b2f6ca61-024d-4872-bb1a-225372ea3ec6","year":2009},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.155031Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:f63b8e539ed22439135891a842703e69ab9a2613ea7faf165a04ef508abb9a28","observation_id":"77552d95-28b8-4ea4-a15d-79158ace2ca3","resolution":{"observed_at":"2026-08-09T12:26:08.923586Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.907808Z","title":"An exploratory evaluation of code smell agglomerations,","venue":null,"work_id":"8657f867-5501-4fcf-8022-0aa0ef749d33","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.159706Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:e33acf5dd807c4b5d8500600b1bd7c09f63f1935ad88fa85cb8524502519b7ec","observation_id":"4eb3c36e-6a7d-4fec-bc4a-1f90e2eeed31","resolution":{"observed_at":"2026-08-09T12:26:08.911788Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.896466Z","title":"Defin- ing a software maintainability dataset: collecting, ag- gregating and analysing expert evaluations of software maintainability,","venue":null,"work_id":"10c29287-3381-44f7-82a5-95d98eab835d","year":2020},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.163888Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:093f7c644d5002cd445f5df936f7295f21359eeea678acfb26e14b17e7da63e3","observation_id":"775e39bd-e0b7-47bb-b6ed-9e05a23823d0","resolution":{"observed_at":"2026-08-09T12:26:08.900412Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.883443Z","title":"Fowler, Refactoring: improving the design of existing code","venue":null,"work_id":"72bb1db1-0e50-4293-8761-f41f7b312781","year":2018},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.168174Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:6e3dda5ef96d735c3d029425afc5ff6d5747359f42778caac70d6c0ef73dbf18","observation_id":"0355dee9-2ada-4cf6-b1a9-53386e4aaf1e","resolution":{"observed_at":"2026-08-09T12:26:08.889173Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.871923Z","title":"Tuning code smell prediction models: A replication study,","venue":null,"work_id":"bde705bf-1490-4daa-b24a-fe35523afe53","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.172882Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:8ca436a9ad250d3cc15fc58e149f8f9a920e001d351bc1cf4997aa66fb2b9199","observation_id":"59a5a186-ddf8-42dc-a168-2fbf5bdacc67","resolution":{"observed_at":"2026-08-09T12:26:08.875882Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.860636Z","title":"Impact of code smell agglomerations on code stability,","venue":null,"work_id":"c8130153-e42c-40a9-aa9e-5a0f4574e65b","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.176997Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:aabf9a36fffe64f91300975f7e7ab64e96c74b00a2db3f381f39c53fb138b571","observation_id":"cc32ee4b-df2c-4ca5-b818-1232a1344727","resolution":{"observed_at":"2026-08-09T12:26:08.864412Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.848653Z","title":"How readable is model-generated code? examining readability and visual inspection of github copilot,","venue":null,"work_id":"4b902d48-fb3c-4e41-99f3-f048c1c7a3d6","year":2022},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.181705Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:be980fb9a68f2bcf2f0ba15c10f52d0e7965f1341c4e7fbace931cbdd0830c1a","observation_id":"d242bb92-97ab-46f9-b27c-7766fcd79be8","resolution":{"observed_at":"2026-08-09T12:26:08.853633Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.837519Z","title":"Are prompt engineering and todo comments friends or foes? an evaluation on github copilot,","venue":null,"work_id":"72e271b9-04d1-4a6a-8c5a-7ee7d264c0ac","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.186032Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:ceafa44f962b9970e33b431ea77c3fd47e99637a440b21f745ab207fbd1348e5","observation_id":"7e804448-e3fb-491d-a2dd-de622a0b345f","resolution":{"observed_at":"2026-08-09T12:26:08.841349Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.826935Z","title":"On the robust- ness of code generation techniques: An empirical study on github copilot,","venue":null,"work_id":"bc256fbb-3344-4400-97e7-fe129461502e","year":2023},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.189765Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:bcd477931da36f97b9b3a8c1caa2a1391c1fdbd96a6bf070efe0ff8702a26757","observation_id":"44d4c73d-85b2-4cb5-8e5d-c42d2fca4e0e","resolution":{"observed_at":"2026-08-09T12:26:08.830728Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.816327Z","title":"Asleep at the keyboard? assessing the security of github copilot’s code contributions,","venue":null,"work_id":"43899c9c-a741-41c7-9dfc-42a7ed510981","year":2022},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.193409Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:5ad13a273f6d28823fa95fca581fbc2a6073db077a6311cb75e987217fa74cd3","observation_id":"a7b2cecd-48ef-4c1a-9aaf-86cb19cc93e8","resolution":{"observed_at":"2026-08-09T12:26:08.820345Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.805771Z","title":"Automatic code documen- tation generation using gpt-3,","venue":null,"work_id":"e0f2fb3b-49f9-4776-a9f9-206c59e18c75","year":2022},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.197117Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:dab0dfcca59e41d32a9960f73b1170fa51ef7ec5172104743c4c67090982f26a","observation_id":"25a00343-4526-412e-89b1-30aca5a431c2","resolution":{"observed_at":"2026-08-09T12:26:08.809514Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.795029Z","title":"Instructcoder: Instruction tuning large language models for code editing,","venue":null,"work_id":"88c8bdb9-3066-4b52-b33c-46364cf559bf","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.200647Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:195b61a4f4df594e42f9fd1cd5f05c810b01c9f8e526be99e309d19c4ce0acff","observation_id":"aef3ed0b-58e9-4a8e-abd5-26acbcef0c75","resolution":{"observed_at":"2026-08-09T12:26:08.798831Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.784309Z","title":"Using pre-trained mod- els to boost code review automation,","venue":null,"work_id":"58608350-762f-47cf-aa37-f1218fb8e053","year":2022},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.204519Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:00993fa6b2f7d91e8671624f02cd4a65b3ea46e0c4762b44d01523836c1e24c4","observation_id":"9cea4bd0-dde2-4b9d-8b0e-307996faa5e5","resolution":{"observed_at":"2026-08-09T12:26:08.788105Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.773959Z","title":"Github copilot ai pair programmer: Asset or liability?","venue":null,"work_id":"8ba44454-8bc2-4e82-8b7b-2aa47b565da3","year":2023},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.208241Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:84754ed71c765eb29af787d07e9e31b927134277f82c91d17a408abd7f8289a7","observation_id":"de62c472-4460-459e-9c94-a0c2abf5cd31","resolution":{"observed_at":"2026-08-09T12:26:08.777576Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.763357Z","title":"Assessing the readability of chatgpt code snippet recommendations: A comparative study,","venue":null,"work_id":"0d8b2fb8-89eb-416e-b748-b00a73c7b6bb","year":2023},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.212065Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:e667f1580daff9a37b03dc7726d7714262d83efe16307b379c242059f1b67cee","observation_id":"299bc88a-3b35-4e8e-96d7-ef76c46576a7","resolution":{"observed_at":"2026-08-09T12:26:08.767279Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.752926Z","title":"No need to lift a finger anymore? assessing the quality of code generation by chatgpt,","venue":null,"work_id":"c38268c0-f3ec-4442-98a8-ebf6eca2c557","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.215560Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:29387556b3196bd87bece167c75f319b7009f48851c47b7fcbdef580e0bcd8f0","observation_id":"c50348b8-894e-4542-b76c-9c5c1c524027","resolution":{"observed_at":"2026-08-09T12:26:08.756605Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.742192Z","title":"Using an llm to help with code understand- ing,","venue":null,"work_id":"507a005f-96cc-4776-97a7-da6edde39c73","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.219181Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:1fb538a310639fddd4bae4da543193ba138cc45a2c7754e09fc90ee759eea792","observation_id":"b14667f1-abb4-4e72-b4f6-57ccea958a1c","resolution":{"observed_at":"2026-08-09T12:26:08.746086Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.731365Z","title":"Iterative refactoring of real-world open-source programs with large language models,","venue":null,"work_id":"318c566d-0c80-477b-b075-f5f069cf4eed","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.222874Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:c6ce579969ab5170d203fa59d70c656f750418fe4e4e805be730a66fbc721253","observation_id":"43076570-edef-422a-8a9c-5b5e0e076eb5","resolution":{"observed_at":"2026-08-09T12:26:08.735519Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.720600Z","title":"Survey of halluci- nation in natural language generation,","venue":null,"work_id":"f4cc8a33-0071-4b1d-9c24-5699ede35f3f","year":2023},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.226440Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:5e5c3acd60e68e052c859767991711cc2b3dc51f24ecdc8fc7735bbf1afe3353","observation_id":"ab9fd139-1c69-4d72-9705-7085ee1bd8a3","resolution":{"observed_at":"2026-08-09T12:26:08.724387Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.708635Z","title":"Is github’s copilot as bad as humans at introducing vulnerabilities in code?","venue":null,"work_id":"1c9806c7-7f25-48ec-a7ad-9d2d4e18dd63","year":2023},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.229917Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:9aeae4324df81e60d68773dd0755651973be391014913f2cee5b4c84be634935","observation_id":"77e257ce-1d1d-407c-b6cc-ccff46958809","resolution":{"observed_at":"2026-08-09T12:26:08.712600Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.696405Z","title":"An empirical evaluation of github copilot’s code suggestions,","venue":null,"work_id":"8ebce01e-e994-4943-af1e-3c3a416dca25","year":2022},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.233629Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:51944777e48054bd4fe69752e032bccd3cc94ce3713e1d05df2bd87d3ec75433","observation_id":"0ffb934b-02cd-4df5-a2a5-5d3e62989445","resolution":{"observed_at":"2026-08-09T12:26:08.700665Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.684251Z","title":"Software vulnerability and functionality assessment using llms,","venue":null,"work_id":"24b04ea2-11a3-431c-8e26-8b444fc76e6c","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.237020Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:0170e23e3987b320346e013abe87d64df812a81eacfcde028667fc517ce8ca88","observation_id":"b5315b0f-cc9d-406c-8ca3-3e3cfcd71aa7","resolution":{"observed_at":"2026-08-09T12:26:08.688440Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.672211Z","title":"On the effectiveness of large language models in statement-level code summarization,","venue":null,"work_id":"c7c073a1-1327-4628-8504-28e421963fac","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.240604Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:ffc31784ca17243a5d0ec034971838da3536b34f7ed60a3fd86fe63e89facebe","observation_id":"6803593e-55c1-41e1-acad-b3af960d0f9f","resolution":{"observed_at":"2026-08-09T12:26:08.676399Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.659933Z","title":"Em-assist: Safe automated extractmethod refactoring with llms,","venue":null,"work_id":"8995178b-98a1-4275-af04-3368f49e80bb","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.244285Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:c013e29e8718c221883c0449dbe8fb8874c2c690d3c8d7a4501fddba9837e644","observation_id":"82dc9dc1-8e68-4289-9246-8885cb47c6cf","resolution":{"observed_at":"2026-08-09T12:26:08.664006Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.648229Z","title":"Refactoring programs using large lan- guage models with few-shot examples,","venue":null,"work_id":"e8b16795-0025-47a1-8ea6-bc325ed9c6fb","year":2023},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.247904Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:56ed8f5624dff2073d373346abfedc1d5218e53c3b64ec2581bc7d0e45bc5dd9","observation_id":"790cbc06-066c-4e06-bae2-a4df46c2c4b9","resolution":{"observed_at":"2026-08-09T12:26:08.652206Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.636401Z","title":"What is a code smell?","venue":null,"work_id":"bcdd2086-674c-457c-8f93-4ae4a11070a5","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.251419Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:ae79f4875df6c58efd006667d8354394abaab556e24a67dab68152d467f037b6","observation_id":"e71a4627-b9fa-41d7-898a-d280352f1dac","resolution":{"observed_at":"2026-08-09T12:26:08.640667Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.254973Z","title":"Coderujb: An executable and unified java benchmark for practical programming scenarios,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.254973Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:b89e11fd61897fd8e7ecd5c6df175daf54963a7baf96bae957d105a78aa718d7","observation_id":"f9792ed1-c77d-4f3b-9da0-d926ee331a24","resolution":{"observed_at":"2026-08-09T12:26:08.254973Z","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":"2026-08-09T12:26:08.618100Z","title":"A language model of java methods with train/test deduplication,","venue":null,"work_id":"66115f20-8c0d-4968-9603-df0187a28cea","year":2023},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.258833Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:ebcc0896afb409ff0899728b20ff9eb331f0f7e1592b6043aa35b2586950d385","observation_id":"90ee7d5d-75d5-48e0-a937-f74f1852a947","resolution":{"observed_at":"2026-08-09T12:26:08.621951Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.607257Z","title":"The top programming languages,","venue":null,"work_id":"c7a78513-4a52-4162-a0a3-27be8d1666e2","year":2022},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.262645Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:44ee9ab95ccd39463e2894553ab2f113a7f2f0834fbb582829d0036c871b64c3","observation_id":"f77c101f-d68c-45d7-9bbb-8e7130813c24","resolution":{"observed_at":"2026-08-09T12:26:08.610784Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.596677Z","title":"Auto- matic building of java projects in software repositories: A study on feasibility and challenges,","venue":null,"work_id":"d5cd84ba-ff50-45d5-85c7-fb367cc58ad0","year":2017},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.266353Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:53db158fb7b6353621daf0089ddc44297b3e9dd02357783acac703677c3ec7ab","observation_id":"915fb2fe-0201-4f84-9869-0a5e9aaad9cd","resolution":{"observed_at":"2026-08-09T12:26:08.600427Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.585417Z","title":"Are static analysis violations re- ally fixed? a closer look at realistic usage of sonarqube,","venue":null,"work_id":"765d710b-063d-4196-80f2-1a3ce66b8b2e","year":2019},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.270024Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:16c428ac4edf62913b7fafb7fc8b043ed1eee4b8e8a86e1d150df3873b878291","observation_id":"2eaef6a8-8e13-4ee1-aeb6-4a3eeca8681e","resolution":{"observed_at":"2026-08-09T12:26:08.589581Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.573660Z","title":"Context is king: The developer perspective on the usage of static analysis tools,","venue":null,"work_id":"82b4666e-ff27-42c3-86ef-59c612dbfd5a","year":2018},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.274359Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:950d25000dde18caf72c67770e0b9f22c1cc7a85148bb3d5d0c9949ef8fd1f26","observation_id":"a79407f9-3d18-48a4-84a5-22d23e5dd4ca","resolution":{"observed_at":"2026-08-09T12:26:08.577902Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.562218Z","title":"Continuous code quality: Are we (really) doing that?","venue":null,"work_id":"b78239cf-9365-490f-95d6-a714c51d02a3","year":2018},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.278246Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:cfd2dc9d905ff143c8f9a7c08737066b5672d4a2f4372f84cc5037b73d3ec67e","observation_id":"e33773c5-8a84-4094-8ffc-18552b664a19","resolution":{"observed_at":"2026-08-09T12:26:08.566036Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.551378Z","title":"Generaliz- ing from a few examples: A survey on few-shot learning,","venue":null,"work_id":"5a2ef392-cb86-4db5-ad14-602422b250e8","year":2020},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.281962Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:e8467b37e3552867d3543d736bed5cede85116e28997ae7da534f8c4a083c6fb","observation_id":"9ce34760-571c-4bfa-9d5b-7d17c32ca14f","resolution":{"observed_at":"2026-08-09T12:26:08.555588Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.540534Z","title":"What makes good in-context demonstra- tions for code intelligence tasks with llms?","venue":null,"work_id":"19c9b398-9c07-45e0-b60b-b874641312d0","year":2023},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.285796Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:aef33a02516a74492c3840349b4d68ea85d261245d169e6aad3e111df8c472db","observation_id":"040c9f80-9db8-4922-9a64-d732b275d94b","resolution":{"observed_at":"2026-08-09T12:26:08.544345Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.527936Z","title":"Dual anal- ysis for helping developers to find collaborators based on co-changed files: An empirical study,","venue":null,"work_id":"42b61f8a-ed67-4783-8db9-2ea2c50e870f","year":2023},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.289815Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:4acc5d6eb3fd98dbfd3bf98c7b719ae2416b2cd7b2c15f61ee9ab54f5869b3e0","observation_id":"1df03979-9c03-4f73-a5e8-f14f34844f27","resolution":{"observed_at":"2026-08-09T12:26:08.532151Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.01469","last_updated":"2024-08-04T16:26:14Z","snapshot_observed_at":"2026-08-09T08:28:02.465215Z","submitted_at":"2023-10-02T17:01:56Z","title":"LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.01469","snapshot_observed_at":"2026-08-09T12:26:08.293870Z","title":"Llm lies: Hallucinations are not bugs, but features as adversarial examples,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.293870Z"},"links":{"cited_paper":"/paper/2310.01469","citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:950f71dfa520703f11db6a67ac8f445e6a01803e1badda568b99b2514684aeb0","observation_id":"bf942f0d-bccd-4299-9793-c9bd8554422c","resolution":{"observed_at":"2026-08-09T12:26:08.293870Z","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":"2026-08-09T12:26:08.516045Z","title":"Refactoring practices in the context of data-intensive systems,","venue":null,"work_id":"6a05e532-4329-41af-9629-877afdd8007b","year":2023},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.297998Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:f5bd552bee76a56fd343a48f4cca8ccfcd2246998130596ce2a89e8268f63f9e","observation_id":"1b01f928-3a7f-486c-8e37-61b759264318","resolution":{"observed_at":"2026-08-09T12:26:08.520191Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.504318Z","title":"Towards recommending refactoring oper- ations based on bugs,","venue":null,"work_id":"13077e4a-71b1-4d3d-8ef1-74d5908bdbd8","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.301633Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:004a4a8442559b93088269294867aae9c1b633ce1b09bb5f8f5777e402037dba","observation_id":"03f229ff-3daa-4d94-9f61-16988e3614d6","resolution":{"observed_at":"2026-08-09T12:26:08.508288Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.492994Z","title":"Chal- lenges of resolving merge conflicts: A mining and sur- vey study,","venue":null,"work_id":"2f97a0e5-f0e0-4fd2-aca9-1924c9e2ce01","year":2021},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.305260Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:232df445ebeec7b02f65fe08471acb54d5f229304e434a909f718e777055544f","observation_id":"e8f58108-a601-43f5-a7b4-1398385c049d","resolution":{"observed_at":"2026-08-09T12:26:08.496870Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.481801Z","title":"Jetbrains - code refactoring,","venue":null,"work_id":"7221e443-1c44-4b6b-acb6-4bf1ff03a583","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.309006Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:287aafcf39b1ad5a375d9fbe770a35212bbc02fb8b92efad26264e427e146fcf","observation_id":"73794508-e3fb-46c6-b7a5-500d1f7df0aa","resolution":{"observed_at":"2026-08-09T12:26:08.485610Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.14644","last_updated":"2025-06-03T08:41:08Z","snapshot_observed_at":"2026-07-06T19:19:37.350445Z","submitted_at":"2024-09-23T01:03:15Z","title":"An Effective Approach to Embedding Source Code by Combining Large Language and Sentence Embedding Models","version":3},"cited_work":{"arxiv_id":"2409.14644","doi":null,"metadata_source":"pith","pith_arxiv_id":"2409.14644","snapshot_observed_at":"2026-08-09T12:26:08.383132Z","title":"An Effective Approach to Embedding Source Code by Combining Large Language and Sentence Embedding Models","venue":"cs.SE","work_id":"bf324df3-8b1a-4f77-a73f-94be8f4a4428","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.312585Z"},"links":{"cited_paper":"/paper/2409.14644","citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:c4106c1a463101d754f39cd6c3772816856fc6a3c7130f2e9c012f2b19887934","observation_id":"0c625f25-d051-4c2b-94dc-153460965d9a","resolution":{"observed_at":"2026-08-09T12:26:08.389400Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.469423Z","title":"Improving accuracy of llm- based code clone detection u sing functionally equivalent methods,","venue":null,"work_id":"28b11910-62d8-4609-a815-1dbe4b8a5e0c","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.316759Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:b18037c5650a03e33978efa7614ed686aaaae688f59f3008fbc72b5a5c5edab6","observation_id":"a94db13b-8f54-4ecd-965e-cfce909dfcce","resolution":{"observed_at":"2026-08-09T12:26:08.473720Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.457548Z","title":"Yet another model! a study on model’s similarities for defect and code smells,","venue":null,"work_id":"7a3d7006-717c-41df-b3fc-129a51dc321c","year":2023},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.320388Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:2a7971d3a6d3ecb3edf97dc21f0730eaf0f6adc44d3f13845ca175ccebe23cbb","observation_id":"29a631d9-f446-4636-98ea-55574243aa74","resolution":{"observed_at":"2026-08-09T12:26:08.461532Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.16362","last_updated":"2025-02-24T03:23:06Z","snapshot_observed_at":"2026-07-06T17:49:52.751335Z","submitted_at":"2024-03-25T01:58:19Z","title":"AgentFL: Scaling LLM-based Fault Localization to Project-Level Context","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.16362","snapshot_observed_at":"2026-08-09T12:26:08.324442Z","title":"Agentfl: Scaling llm-based fault localization to project-level context,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.324442Z"},"links":{"cited_paper":"/paper/2403.16362","citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:6c3ef1823ba44ad4f0da26920d04828b1aa9bc1adb94d5f9535a048bb84140af","observation_id":"991fe169-d549-4afd-b742-611b8cc9a8d2","resolution":{"observed_at":"2026-08-09T12:26:08.324442Z","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":"2026-08-09T12:26:08.445732Z","title":"Fine tuning large language model for secure code generation,","venue":null,"work_id":"5e86e96f-e4cf-42cc-a590-e3a508a574c2","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.328414Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:9090e8d601787f6771bb538f501dadf5690ae71a094b942a1332ebf31769b117","observation_id":"ed18eebb-fc6c-42f6-8b62-4404bfbe6e4f","resolution":{"observed_at":"2026-08-09T12:26:08.449798Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.433892Z","title":"Large language models for test-free fault localization,","venue":null,"work_id":"280ee969-9486-4150-9c13-502f87cc079f","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.332122Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:4a6e1a9eada4dc045b1aa474badf10f57dcc637a18b68fd9d9db149fc959dfbc","observation_id":"739f0b38-dcf7-4213-a7e2-e2f13681eac7","resolution":{"observed_at":"2026-08-09T12:26:08.437967Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.421864Z","title":"Llmparser: An exploratory study on using large language models for log parsing,","venue":null,"work_id":"f42ccd7b-b2d3-4373-a2f2-e73bbae9dd9a","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.335730Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:2497aa0f3d4015b67190f2461c7c5008966adecf7e46eb1f786c5ba6093879af","observation_id":"90422fa0-cb87-4819-88f1-8f4d59a7b3ee","resolution":{"observed_at":"2026-08-09T12:26:08.425894Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-09T12:26:08.409332Z","title":"Generating software tests for mobile applications using fine-tuned large language models,","venue":null,"work_id":"26c81f06-5cc4-4a82-ab48-978b9161d029","year":2024},"citing_paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-09T12:26:08.339272Z"},"links":{"citing_paper":"/paper/2502.02368"},"observation_digest":"sha256:5442beb0038a38ea58564bccf00e64cce0b6c86a529021af40cd501d8ebd70f8","observation_id":"6bec49aa-a136-4cb0-9529-d3c3d514ff7f","resolution":{"observed_at":"2026-08-09T12:26:08.413301Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2502.02368","last_updated":"2025-02-04T14:50:23Z","latest_version":1,"primary_category":"cs.SE","snapshot_observed_at":"2026-08-09T12:21:06.201669Z","submitted_at":"2025-02-04T14:50:23Z","title":"Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects"},"reference_resolution":{"displayed":49,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":3,"verified_exact":1,"verified_fuzzy":45},"total_outbound_references":49},"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":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 9 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 3 inbound Pith citation observations for arXiv:2502.02368."}