{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:E7U3MLU34W535J4IVSIV4CS636","short_pith_number":"pith:E7U3MLU3","schema_version":"1.0","canonical_sha256":"27e9b62e9be5bbbea788ac915e0a5edfa7d0af5b2ea88343d85a0d6aa265c0fe","source":{"kind":"arxiv","id":"2506.20558","version":1},"attestation_state":"computed","paper":{"title":"CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.SE","authors_text":"David Lo, Guangba Yu, Jinxi Kuang, Michael R. Lyu, Renyi Zhong, Wenwei Gu, Yichen Li, Yintong Huo, Zhihan Jiang","submitted_at":"2025-06-25T15:56:07Z","abstract_excerpt":"Comments within code serve as a crucial foundation for software documentation, facilitating developers to communicate and understand the code effectively. However, code-comment inconsistency (CCI) can negatively affect software development, testing, and maintenance. Recent efforts to mitigate this issue have emerged, but existing studies often suffer from inaccurate datasets and inadequate solutions, weakening their practical effectiveness. In this study, we first conduct a quantitative analysis of existing datasets, revealing a substantial portion of sampled data are mislabeled. To address th"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2506.20558","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-06-25T15:56:07Z","cross_cats_sorted":[],"title_canon_sha256":"9b2459838edfed62486831b322d3e6788f84f2cab2e5b090b70a83752ffa08d4","abstract_canon_sha256":"5dbbf0eae0d122835cd0f0ab3b23b394c54119a7b648e60e74ba4170f05abe5e"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:27:07.721486Z","signature_b64":"w7kFfH9PdvNdQAvIGasGVqA9BrmfCPmusLhyM4ES8XjX3SMBRUPrn74y1V7L24ht2nNeUhpGDIkyj9lluxbJDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"27e9b62e9be5bbbea788ac915e0a5edfa7d0af5b2ea88343d85a0d6aa265c0fe","last_reissued_at":"2026-07-05T11:27:07.721017Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:27:07.721017Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.SE","authors_text":"David Lo, Guangba Yu, Jinxi Kuang, Michael R. Lyu, Renyi Zhong, Wenwei Gu, Yichen Li, Yintong Huo, Zhihan Jiang","submitted_at":"2025-06-25T15:56:07Z","abstract_excerpt":"Comments within code serve as a crucial foundation for software documentation, facilitating developers to communicate and understand the code effectively. However, code-comment inconsistency (CCI) can negatively affect software development, testing, and maintenance. Recent efforts to mitigate this issue have emerged, but existing studies often suffer from inaccurate datasets and inadequate solutions, weakening their practical effectiveness. In this study, we first conduct a quantitative analysis of existing datasets, revealing a substantial portion of sampled data are mislabeled. To address th"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.20558","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2506.20558/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2506.20558","created_at":"2026-07-05T11:27:07.721074+00:00"},{"alias_kind":"arxiv_version","alias_value":"2506.20558v1","created_at":"2026-07-05T11:27:07.721074+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.20558","created_at":"2026-07-05T11:27:07.721074+00:00"},{"alias_kind":"pith_short_12","alias_value":"E7U3MLU34W53","created_at":"2026-07-05T11:27:07.721074+00:00"},{"alias_kind":"pith_short_16","alias_value":"E7U3MLU34W535J4I","created_at":"2026-07-05T11:27:07.721074+00:00"},{"alias_kind":"pith_short_8","alias_value":"E7U3MLU3","created_at":"2026-07-05T11:27:07.721074+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/E7U3MLU34W535J4IVSIV4CS636","json":"https://pith.science/pith/E7U3MLU34W535J4IVSIV4CS636.json","graph_json":"https://pith.science/api/pith-number/E7U3MLU34W535J4IVSIV4CS636/graph.json","events_json":"https://pith.science/api/pith-number/E7U3MLU34W535J4IVSIV4CS636/events.json","paper":"https://pith.science/paper/E7U3MLU3"},"agent_actions":{"view_html":"https://pith.science/pith/E7U3MLU34W535J4IVSIV4CS636","download_json":"https://pith.science/pith/E7U3MLU34W535J4IVSIV4CS636.json","view_paper":"https://pith.science/paper/E7U3MLU3","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2506.20558&json=true","fetch_graph":"https://pith.science/api/pith-number/E7U3MLU34W535J4IVSIV4CS636/graph.json","fetch_events":"https://pith.science/api/pith-number/E7U3MLU34W535J4IVSIV4CS636/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/E7U3MLU34W535J4IVSIV4CS636/action/timestamp_anchor","attest_storage":"https://pith.science/pith/E7U3MLU34W535J4IVSIV4CS636/action/storage_attestation","attest_author":"https://pith.science/pith/E7U3MLU34W535J4IVSIV4CS636/action/author_attestation","sign_citation":"https://pith.science/pith/E7U3MLU34W535J4IVSIV4CS636/action/citation_signature","submit_replication":"https://pith.science/pith/E7U3MLU34W535J4IVSIV4CS636/action/replication_record"}},"created_at":"2026-07-05T11:27:07.721074+00:00","updated_at":"2026-07-05T11:27:07.721074+00:00"}