{"as_of":"2026-08-15T17:31:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:b9dbc8988ce647b18f27ee928e54bb54eaa91cb717953e1c7e38648f6da2f9a2","coverage":[{"denominator":43,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":43,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T11:16:14.047995Z","state":"measured"},{"denominator":45,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":45,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-15T06:32:42.880941+00:00","state":"measured"},{"denominator":2,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":2,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-05T12:32:25.960437Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":1,"source":"pith","source_observed_at":"2026-08-10T05:30:23.456663Z","state":"measured"}],"external_citation_measurements":[{"count":0,"observed_at":"2026-08-10T05:30:23.456663Z","source":"pith"}],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.15676","snapshot_observed_at":"2026-08-05T12:32:25.955723Z","title":"Code review automation via multi-task federated LLM - an empirical study,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2509.01494","last_updated":"2026-06-05T04:25:26Z","snapshot_observed_at":"2026-08-07T00:50:17.512250Z","submitted_at":"2025-09-01T14:13:34Z","title":"SWR-Bench: Assessing LLM Performance in Real-World Code Review Comment Generation","version":2},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-05T12:32:25.955723Z"},"links":{"cited_paper":"/paper/2412.15676","citing_paper":"/paper/2509.01494"},"observation_digest":"sha256:f9be42bcabe4063ecd06e9f207496ca74a1cd7d817b3e741b31a4fed00a15c98","observation_id":"a86546a4-f2f6-4713-94b6-00b66bff658a","resolution":{"observed_at":"2026-08-05T12:32:25.955723Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"cited_work":{"arxiv_id":"2412.15676","doi":"10.48550/arxiv.2412.15676","metadata_source":"pith","pith_arxiv_id":"2412.15676","snapshot_observed_at":"2026-08-10T05:30:23.456663Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","venue":"cs.SE","work_id":"23e7cff5-52f2-4e0b-931d-78e83ecd88ce","year":2024},"citing_paper":{"arxiv_id":"2509.01494","last_updated":"2026-06-05T04:25:26Z","snapshot_observed_at":"2026-08-07T00:50:17.512250Z","submitted_at":"2025-09-01T14:13:34Z","title":"SWR-Bench: Assessing LLM Performance in Real-World Code Review Comment Generation","version":2},"reference_index":2024,"source":"pdf_text","source_observed_at":"2026-08-05T12:32:25.960437Z"},"links":{"cited_paper":"/paper/2412.15676","citing_paper":"/paper/2509.01494"},"observation_digest":"sha256:40814499c5805dcf89faee4f819ee71a8d4789e4c9a539cde2142b1c37dc5cfe","observation_id":"6a356ad8-3370-4aee-81da-f1f7bbede081","resolution":{"observed_at":"2026-08-05T12:32:26.571347Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2412.15676/citation-record","integrity":"/paper/2412.15676/integrity","json":"/paper/2412.15676/citation-record.json","paper":"/paper/2412.15676"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T11:16:14.660514Z","title":null,"venue":null,"work_id":"615e7562-f604-47e7-83af-d7d1cd55a510","year":2020},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.856617Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:68faf63d73deb20b97452cdef7e258e12c11768d00d543d22a95b656a7be4932","observation_id":"6b266838-11f5-478f-a66f-dffbe1f8b325","resolution":{"observed_at":"2026-08-11T11:16:14.665744Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.645907Z","title":null,"venue":null,"work_id":"0479f830-458c-46a8-b4e9-6289bebd6523","year":2007},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.861971Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:5a7bdc41cc82a7e8e54d9c27af65b974e57d99ac2ef286b6f84f721b24ad74df","observation_id":"532915bd-2068-48f1-96b1-49cec353bf2f","resolution":{"observed_at":"2026-08-11T11:16:14.650436Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.629629Z","title":null,"venue":null,"work_id":"33961014-7df4-4934-abe2-d57150f60597","year":2013},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.867397Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:6a99eb08ffc5134407012a29a3f16d069f4acfe523b1cdeb368d8c3b97afacf8","observation_id":"c93f6594-260b-4400-a771-f76aec28fd3b","resolution":{"observed_at":"2026-08-11T11:16:14.635430Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.614407Z","title":null,"venue":null,"work_id":"87aee915-6f15-4f32-97d5-cdd16c32ef7d","year":2013},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.872172Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:692a308d8f45367601616bcd7b162bc29e6f3fd98ca7f3c94aa6d3f3afe996e0","observation_id":"d9082ab5-581f-47e5-8ce1-7db178fecb19","resolution":{"observed_at":"2026-08-11T11:16:14.619044Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.600251Z","title":null,"venue":null,"work_id":"928d39ff-b2b9-49bd-803f-7bb8f2380a58","year":2024},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.876672Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:cc33be69c683ab8b1a47eeecc6adc0d68a544f023556fb447b23b6cb1889df70","observation_id":"fdd90def-76f8-45f3-9a84-277ebd8a4067","resolution":{"observed_at":"2026-08-11T11:16:14.604737Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.585625Z","title":null,"venue":null,"work_id":"7c7c71cf-2e48-42a9-a1da-43b645f96071","year":2017},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.880911Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:a569a9a98559234ecc21907cf86cd2a12daacd1b53c389f2134f9465e5172978","observation_id":"64c682a2-5a2b-4026-a9cc-139aa0052299","resolution":{"observed_at":"2026-08-11T11:16:14.590185Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.570962Z","title":null,"venue":null,"work_id":"68a82480-cff1-4e15-8cb8-2a5d0b82bb56","year":2024},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.885788Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:e41e2037ed53b89f270cd1374f29a3aad6287076126bf2b6fe58235567ef4f76","observation_id":"cdbe3d9e-7713-4e9d-9e3e-074774f3a488","resolution":{"observed_at":"2026-08-11T11:16:14.575519Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.555723Z","title":null,"venue":null,"work_id":"c5368338-e670-454b-b592-eace480d1dc3","year":2021},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.890216Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:6227dea50bd902af9b0aae621bb6bd3ae3eaaa65d96a03ece738be2c3d40f694","observation_id":"d5994178-b40f-43ac-a915-3b14682613d3","resolution":{"observed_at":"2026-08-11T11:16:14.560821Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:13.895233Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.895233Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:652b107980e531f76c35c99791596ae67ff8b00ed276d630cf1eff5aa0b12e96","observation_id":"bb3269f4-177f-455d-ad30-a629a5956150","resolution":{"observed_at":"2026-08-11T11:16:13.895233Z","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":"2026-08-11T11:16:14.531858Z","title":null,"venue":null,"work_id":"6f8760cc-a2b9-4ffd-8e31-27c78b2f8cde","year":2024},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.899267Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:14b6a46d427256b5cecd534e964eef8ffd438d2fc68e57ad690f76016fd4fd2f","observation_id":"63ae48cd-c696-4651-9d47-8d8037360da0","resolution":{"observed_at":"2026-08-11T11:16:14.536688Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.517783Z","title":null,"venue":null,"work_id":"2636bd47-e555-4331-b3f4-90bd3386357f","year":2023},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.903563Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:103a98d238853e36b485004a0329f79036f5c4633e3017cbd90cd9a6b8fdad44","observation_id":"e1bf80aa-d42c-4544-80bb-0efc93a8282c","resolution":{"observed_at":"2026-08-11T11:16:14.522345Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.502862Z","title":null,"venue":null,"work_id":"f92c02e3-a2bf-48e6-845d-6700c56fe7a2","year":2024},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.908018Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:9902feed4cc35bc441b5a33705badbb62a1d99db3872c481015b82dfdc92f6b3","observation_id":"f6ac04bb-5f34-4ae0-8efb-b3d41264e1c5","resolution":{"observed_at":"2026-08-11T11:16:14.507821Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:13.912196Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.912196Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:81eb76b1209abe8086cc4aa0afccf07e67773d329a92736fede0673a19836838","observation_id":"ebcab7f9-4578-485c-b1ad-3a983b16118b","resolution":{"observed_at":"2026-08-11T11:16:13.912196Z","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":"2026-08-11T11:16:14.478506Z","title":null,"venue":null,"work_id":"e31ec6d1-c7a5-439f-a07a-85f455348b91","year":2016},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.922412Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:7a4b12a82a3acf403eb92950d4e0e4fe5ee18484b60aa73672b5543400d1d1be","observation_id":"6cc19b50-ab30-4548-993a-b9f68298939b","resolution":{"observed_at":"2026-08-11T11:16:14.483656Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.462584Z","title":null,"venue":null,"work_id":"1b091a77-cbbf-4b48-b83b-c8a43941c8c5","year":2024},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.926531Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:d990371e9d58165e27921dd97db9e283389b11d6f5af9db8f3fe728bb10acb62","observation_id":"1aa65dc1-0b1c-4434-93b1-5d1ade8f6e1d","resolution":{"observed_at":"2026-08-11T11:16:14.467129Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1907.02189","last_updated":"2020-06-25T06:45:52Z","snapshot_observed_at":"2026-08-14T16:08:56.121684Z","submitted_at":"2019-07-04T02:04:56Z","title":"On the Convergence of FedAvg on Non-IID Data","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1907.02189","snapshot_observed_at":"2026-08-11T11:16:13.930660Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.930660Z"},"links":{"cited_paper":"/paper/1907.02189","citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:39c5585dd8bde52cfeb9b2b506da6a5259ba3e077d0da441c58c3206dce540f7","observation_id":"c39f6030-d302-44e2-a928-424d41aefe5a","resolution":{"observed_at":"2026-08-11T11:16:13.930660Z","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":"2026-08-11T11:16:14.448015Z","title":null,"venue":null,"work_id":"70f72f9f-57d2-49f8-a881-f28d61521591","year":2022},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.935378Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:b32f1c804a363d7ecd61634ebf3335ec156c0ff0d0ef9aecfc117fc1136996d8","observation_id":"e3e11bf6-0105-44fa-b272-0d1805aedd31","resolution":{"observed_at":"2026-08-11T11:16:14.452555Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.433490Z","title":null,"venue":null,"work_id":"f87d2ae0-7950-4a6f-98cf-ac8372fee33b","year":2022},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.939992Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:ae7d791b76ed0958e73b55c613486a34023e9f3ec6c28492f9b44f5ce103d9d8","observation_id":"d98bf790-0e3e-45d8-b0d7-d05a0b182df7","resolution":{"observed_at":"2026-08-11T11:16:14.438171Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.419163Z","title":null,"venue":null,"work_id":"6f5e77a5-10f0-4abe-bc94-eadefe94da03","year":2023},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.944948Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:e304c9e8f837a235ee7b334068716b32fc1f75fb2a3db3e26f501202f2e2ff92","observation_id":"e938250d-a443-4957-81eb-18bf6ebef7cc","resolution":{"observed_at":"2026-08-11T11:16:14.423838Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.405400Z","title":null,"venue":null,"work_id":"66cd2730-a0d2-484a-a822-67d7e1e01e80","year":2015},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.949747Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:a93d07c74f1fd18588ef1d43176dbf6eb318c004c24abbbaf32da8aca2ba7c44","observation_id":"516653f7-6639-4d13-8970-bdbb762c629e","resolution":{"observed_at":"2026-08-11T11:16:14.409786Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:13.954573Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.954573Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:6a740c20f6c390b3753740c95beac51214e43fb643065098ae6b9c8abea93d2b","observation_id":"700e01f1-d76f-467c-b336-ba26ae264a4f","resolution":{"observed_at":"2026-08-11T11:16:13.954573Z","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":"2026-08-11T11:16:14.379958Z","title":null,"venue":null,"work_id":"f8e51313-87f8-464a-8868-3439d9a51b71","year":2022},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.959765Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:2dd2d92b9ef985728b01b3db9b266a5686f06b6397aaeddc970ec6aca40d9a8e","observation_id":"f96582a3-261c-4066-bacb-23a65696f02d","resolution":{"observed_at":"2026-08-11T11:16:14.385265Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:13.964724Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.964724Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:f507267e1144cb3e4b5ad1dd583f64b3ac942946e482c71626d692575fbe15c3","observation_id":"bbedb962-94b4-44d2-a229-662d7a02170a","resolution":{"observed_at":"2026-08-11T11:16:13.964724Z","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":"2026-08-11T11:16:13.968868Z","title":null,"venue":null,"work_id":null,"year":2002},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.968868Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:7b54a960a0b038b1d86365d877a1e23532cb7f67d0fac82fd91e7a5200a9b717","observation_id":"48b897dd-848e-4508-be34-0be14152badb","resolution":{"observed_at":"2026-08-11T11:16:13.968868Z","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":"2026-08-11T11:16:14.348326Z","title":null,"venue":null,"work_id":"470a09f4-bfc9-4af1-b813-8d6832489278","year":2024},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.973139Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:43573420d47c9d8a98f93c3a41cab26fb8cdf03b03744d51ca974d029ed2a900","observation_id":"08776329-6366-447e-9802-908f137b62b4","resolution":{"observed_at":"2026-08-11T11:16:14.352931Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:13.977262Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.977262Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:4124524b48d1a90c30b13180f3172d0b2994d8e0501cb9413a30df1a0cfd7c7c","observation_id":"9ca9277a-0bee-48ca-958d-3237ca2b32a6","resolution":{"observed_at":"2026-08-11T11:16:13.977262Z","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":"2026-08-11T11:16:14.323091Z","title":null,"venue":null,"work_id":"c1719243-480d-41ff-b132-2f5c9c57e13f","year":2024},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.982865Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:09080dd307e991b10ee3e4a8fc545f939e51b24f9932f81ab3b97a4abb1484ec","observation_id":"bfe93640-9510-4339-b4e0-f3d3e6492b23","resolution":{"observed_at":"2026-08-11T11:16:14.327604Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.308805Z","title":null,"venue":null,"work_id":"f3044905-af1d-427b-afae-73dbbdc01321","year":2022},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.987144Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:03ed883e2ef255f206133f3ba492f3a13efdb30c20def9e4fa39e044a5cdc884","observation_id":"06cab47d-72c3-4b38-bbae-ea9eb48299fd","resolution":{"observed_at":"2026-08-11T11:16:14.313308Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.293269Z","title":null,"venue":null,"work_id":"0259707e-c4ad-4b7c-868d-8b0dd0dd85af","year":2023},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.991555Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:3e5146249cc390c70346765b33e25f067da2a2c036f3621662acd8338765b5e7","observation_id":"0c152e2e-1be8-456a-8681-1670f2f0960c","resolution":{"observed_at":"2026-08-11T11:16:14.299020Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.279726Z","title":null,"venue":null,"work_id":"bc4fbd7f-83b8-447a-86c9-c8e629b895f8","year":2015},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.995738Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:73b0a2eebf0ce136ef1b078aa9fa6d38d82ad34c8eb5eb9a1417c68e4a57a52d","observation_id":"a4b711d1-c58f-4d4b-a393-102c8f4ee263","resolution":{"observed_at":"2026-08-11T11:16:14.284159Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2307.09288","last_updated":"2023-07-19T17:08:59Z","snapshot_observed_at":"2026-08-07T12:56:43.323460Z","submitted_at":"2023-07-18T14:31:57Z","title":"Llama 2: Open Foundation and Fine-Tuned Chat Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.09288","snapshot_observed_at":"2026-08-11T11:16:14.000072Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:14.000072Z"},"links":{"cited_paper":"/paper/2307.09288","citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:6bbb7b35e0cb72fafff020c5ca338166c089818dc897cdeba581e7c099c4f03d","observation_id":"1d726780-489b-40e5-b597-794d24108dc2","resolution":{"observed_at":"2026-08-11T11:16:14.000072Z","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":"2026-08-11T11:16:14.266143Z","title":null,"venue":null,"work_id":"574ced48-7b48-4ed2-bfde-0fbcda0ba2fe","year":2024},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:14.004302Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:233824a993a4f949764c98ffb1adf71688ab1571982d32ecd5e52aa36b7086de","observation_id":"2081891b-2eba-4feb-9fe0-20b855411a24","resolution":{"observed_at":"2026-08-11T11:16:14.270337Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.008576Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:14.008576Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:6ae71b0ded3cf55a2427f3f6b6e5aa5f8f2313eaa43bb4cd672593f652047820","observation_id":"85f21f55-182b-46be-abb0-0ce436a0b806","resolution":{"observed_at":"2026-08-11T11:16:14.008576Z","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":"2026-08-11T11:16:14.227017Z","title":null,"venue":null,"work_id":"c12d5a51-a924-44b9-97c3-ed523bf6bd36","year":2021},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:14.017604Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:870434dd346722db11615d7fe46df2ae976e2ce5b494a383f29abe7b4bded111","observation_id":"fc095083-e1ac-469d-8711-b93584cbea30","resolution":{"observed_at":"2026-08-11T11:16:14.231400Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.212809Z","title":null,"venue":null,"work_id":"0974da4e-2219-4917-a1bf-968346d30af2","year":2023},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:14.022033Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:4a9371c9d966ec5ad3dd61dccbc30c9d4adc73b66ea8e40f5846173c06f98441","observation_id":"35a57ddb-827a-4e57-bdff-a50eda0d54a6","resolution":{"observed_at":"2026-08-11T11:16:14.217311Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.197522Z","title":null,"venue":null,"work_id":"3c89eda2-6d85-498a-827e-78a1ee09cff9","year":2007},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:14.026422Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:2f1b963c2670386bd540f52d34745b790cf905d7ebb63779ee6633ec07dbfcbc","observation_id":"5d6bcbe5-413e-4aba-94b0-0a1b1767ce80","resolution":{"observed_at":"2026-08-11T11:16:14.203012Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.182262Z","title":null,"venue":null,"work_id":"3bafc5a9-3d68-4042-aa78-e1d0cf8468ec","year":2024},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:14.030598Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:36a31043d408e0976b0d7f0f3ecdfdb2c980a6a861e0eb60ce2a7489f6d65c7d","observation_id":"2a34e8f7-b4dc-4ea6-8360-a1785ca6e831","resolution":{"observed_at":"2026-08-11T11:16:14.187046Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.167902Z","title":null,"venue":null,"work_id":"01b322fb-e754-4c4c-8fc7-9a43f08c5e98","year":2024},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:14.034994Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:0574678c0ea1a300b0956c3e4e33482038a334bfe2f2d8ba9b8b28a1ddbbb8f4","observation_id":"8ae08571-4b4e-49ee-9a2d-fe093efa45c4","resolution":{"observed_at":"2026-08-11T11:16:14.172604Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.153362Z","title":null,"venue":null,"work_id":"4c67aca6-fc3e-49aa-9a90-a1d4afe02fe0","year":2024},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:14.038964Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:5d805ae68e053434dfbf651e97fbf26b28d0875ad5c941443cf9b21acdd02bf3","observation_id":"03e98094-4699-4392-9407-fbb4b7c934c3","resolution":{"observed_at":"2026-08-11T11:16:14.158231Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.138347Z","title":null,"venue":null,"work_id":"72550252-ab79-49ad-a526-d002850b3c8b","year":2020},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:14.043641Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:0fef26bece3385508a9f5644477decb5d40c628a7360d12cc449540bf8455b81","observation_id":"32db29c2-b6a9-49d5-86a0-81a88b0b853e","resolution":{"observed_at":"2026-08-11T11:16:14.142659Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T11:16:14.122716Z","title":null,"venue":null,"work_id":"579ba61e-1bb9-43bd-a585-66141c0005f9","year":2024},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:14.047995Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:38705a5fc361c6e08377c3bc3d18789d16b96c48feac1e4a72ef6db7fcdc50cc","observation_id":"3ce322e7-4ba4-4149-a194-28880451c9e9","resolution":{"observed_at":"2026-08-11T11:16:14.128327Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2106.09685","last_updated":"2021-10-16T18:40:34Z","snapshot_observed_at":"2026-08-11T08:20:29.798517Z","submitted_at":"2021-06-17T17:37:18Z","title":"LoRA: Low-Rank Adaptation of Large Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2106.09685","snapshot_observed_at":"2026-08-11T11:16:13.916887Z","title":"arXiv preprint arXiv:2106.09685 (2021)","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":2021,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:13.916887Z"},"links":{"cited_paper":"/paper/2106.09685","citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:11517c4208fca29428fab2d59e6eabdb099179bbb7013eabc195f4e410d4ab51","observation_id":"f6372c0b-990b-469f-83ff-f4f449c68dd5","resolution":{"observed_at":"2026-08-11T11:16:13.916887Z","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":"2026-08-11T11:16:14.241061Z","title":"In Proceedings of the 44th international conference on software engineering","venue":null,"work_id":"dda99a9a-4f78-48b7-8f5a-1fa2e34f58a9","year":null},"citing_paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study","version":1},"reference_index":2022,"source":"pdf_text","source_observed_at":"2026-08-11T11:16:14.012842Z"},"links":{"citing_paper":"/paper/2412.15676"},"observation_digest":"sha256:f1b4fa125bff2a6639631157f35eedb085a728c3b3579e0c8a87fab79afe0bef","observation_id":"d0a53d8a-f3b5-42d4-b3f5-b70aa9df49d4","resolution":{"observed_at":"2026-08-11T11:16:14.247247Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2412.15676","last_updated":"2024-12-20T08:46:46Z","latest_version":1,"primary_category":"cs.SE","snapshot_observed_at":"2026-08-11T11:09:25.822063Z","submitted_at":"2024-12-20T08:46:46Z","title":"Code Review Automation Via Multi-task Federated LLM -- An Empirical Study"},"reference_resolution":{"displayed":43,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":42,"verified_exact":0,"verified_fuzzy":1},"total_outbound_references":43},"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":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"thesis":"As of 15 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 2 inbound Pith citation observations for arXiv:2412.15676."}