{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:BJZ6UW5GYTEJTP3KXQNCXEDCGW","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"2ea6eb729b216b17863c914fac51ad92d50bd4543648ee8b3a83ad2bfa13b4e8","cross_cats_sorted":["cs.CR"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.SE","submitted_at":"2023-10-15T12:01:35Z","title_canon_sha256":"0d7c6ed087331f698e72c744fbac961a79d70a3cd19dcd481e5a03d637677758"},"schema_version":"1.0","source":{"id":"2310.09810","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.09810","created_at":"2026-07-05T07:01:11Z"},{"alias_kind":"arxiv_version","alias_value":"2310.09810v1","created_at":"2026-07-05T07:01:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.09810","created_at":"2026-07-05T07:01:11Z"},{"alias_kind":"pith_short_12","alias_value":"BJZ6UW5GYTEJ","created_at":"2026-07-05T07:01:11Z"},{"alias_kind":"pith_short_16","alias_value":"BJZ6UW5GYTEJTP3K","created_at":"2026-07-05T07:01:11Z"},{"alias_kind":"pith_short_8","alias_value":"BJZ6UW5G","created_at":"2026-07-05T07:01:11Z"}],"graph_snapshots":[{"event_id":"sha256:eaf104b97d132cf3e01ec364a6632bbab0bfbeb6ca0b30dcbbb11de919dd426c","target":"graph","created_at":"2026-07-05T07:01:11Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2310.09810/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language models (LLMs) like ChatGPT (i.e., gpt-3.5-turbo and gpt-4) exhibited remarkable advancement in a range of software engineering tasks associated with source code such as code review and code generation. In this paper, we undertake a comprehensive study by instructing ChatGPT for four prevalent vulnerability tasks: function and line-level vulnerability prediction, vulnerability classification, severity estimation, and vulnerability repair. We compare ChatGPT with state-of-the-art language models designed for software vulnerability purposes. Through an empirical assessment employin","authors_text":"Chakkrit Tantithamthavorn, Michael Fu, Trung Le, Van Nguyen","cross_cats":["cs.CR"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.SE","submitted_at":"2023-10-15T12:01:35Z","title":"ChatGPT for Vulnerability Detection, Classification, and Repair: How Far Are We?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.09810","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:3967e892540ee0db96591b904710ab7dfc7784c72614bf0ce66fdcf616f4a882","target":"record","created_at":"2026-07-05T07:01:11Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"2ea6eb729b216b17863c914fac51ad92d50bd4543648ee8b3a83ad2bfa13b4e8","cross_cats_sorted":["cs.CR"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.SE","submitted_at":"2023-10-15T12:01:35Z","title_canon_sha256":"0d7c6ed087331f698e72c744fbac961a79d70a3cd19dcd481e5a03d637677758"},"schema_version":"1.0","source":{"id":"2310.09810","kind":"arxiv","version":1}},"canonical_sha256":"0a73ea5ba6c4c899bf6abc1a2b906235a94cf044c1d0e1bb4b0368b814e44eb6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0a73ea5ba6c4c899bf6abc1a2b906235a94cf044c1d0e1bb4b0368b814e44eb6","first_computed_at":"2026-07-05T07:01:11.495348Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:01:11.495348Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"TmFqywiSdhwxMWkfvXK6vZVfSiW4rDl1SQzCrUFWSdnBBZkio/CkTsriMo3fPeDIC0GbEjsQLa/D3jYqNj27Cg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:01:11.495747Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.09810","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3967e892540ee0db96591b904710ab7dfc7784c72614bf0ce66fdcf616f4a882","sha256:eaf104b97d132cf3e01ec364a6632bbab0bfbeb6ca0b30dcbbb11de919dd426c"],"state_sha256":"1b71e851c653425b025bfa6c88d5f6ef3747fdc119a3502ca635a0490de161c8"}