{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:WR6TNTV5PJFSDQSKN5FAMHFMS3","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":"857195f8c8560bd321058e6115e88ab64f74b7e08da256459f23f203624cbee2","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2023-04-01T20:57:33Z","title_canon_sha256":"2ed3b3631da20ad43d2b49daf90b878b7c4e6fe5852f0476fc6423e46bb09b1f"},"schema_version":"1.0","source":{"id":"2304.00385","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2304.00385","created_at":"2026-07-05T09:46:41Z"},{"alias_kind":"arxiv_version","alias_value":"2304.00385v2","created_at":"2026-07-05T09:46:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2304.00385","created_at":"2026-07-05T09:46:41Z"},{"alias_kind":"pith_short_12","alias_value":"WR6TNTV5PJFS","created_at":"2026-07-05T09:46:41Z"},{"alias_kind":"pith_short_16","alias_value":"WR6TNTV5PJFSDQSK","created_at":"2026-07-05T09:46:41Z"},{"alias_kind":"pith_short_8","alias_value":"WR6TNTV5","created_at":"2026-07-05T09:46:41Z"}],"graph_snapshots":[{"event_id":"sha256:242b68b955f646fbd0a3243d995c4bbeff59a7b2f2787125d55347f6f2dc99db","target":"graph","created_at":"2026-07-05T09:46:41Z","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/2304.00385/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Automated Program Repair (APR) aims to automatically generate patches for buggy programs. Recent APR work has been focused on leveraging modern Large Language Models (LLMs) to directly generate patches for APR. Such LLM-based APR tools work by first constructing an input prompt built using the original buggy code and then queries the LLM to generate patches. While the LLM-based APR tools are able to achieve state-of-the-art results, it still follows the classic Generate and Validate repair paradigm of first generating lots of patches and then validating each one afterwards. This not only leads","authors_text":"Chunqiu Steven Xia, Lingming Zhang","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2023-04-01T20:57:33Z","title":"Keep the Conversation Going: Fixing 162 out of 337 bugs for $0.42 each using ChatGPT"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2304.00385","kind":"arxiv","version":2},"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":"sha256:49ec628d75161159413270d164f3053880c43f6b57d1a25aeb0f8ec496fa3846","target":"record","created_at":"2026-07-05T09:46:41Z","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":"857195f8c8560bd321058e6115e88ab64f74b7e08da256459f23f203624cbee2","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2023-04-01T20:57:33Z","title_canon_sha256":"2ed3b3631da20ad43d2b49daf90b878b7c4e6fe5852f0476fc6423e46bb09b1f"},"schema_version":"1.0","source":{"id":"2304.00385","kind":"arxiv","version":2}},"canonical_sha256":"b47d36cebd7a4b21c24a6f4a061cac96d8b1f09534e95c55532fd59165b19b6f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b47d36cebd7a4b21c24a6f4a061cac96d8b1f09534e95c55532fd59165b19b6f","first_computed_at":"2026-07-05T09:46:41.467305Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:46:41.467305Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zQi2uGGRKJtS8UPF/Qf8UlmN1zPv5DU2wjfYEzRmGn7ypnMRiX32eYlrnZs1Nn7bA8mIaSCcRpAjyBe5jzD1Aw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:46:41.467796Z","signed_message":"canonical_sha256_bytes"},"source_id":"2304.00385","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:49ec628d75161159413270d164f3053880c43f6b57d1a25aeb0f8ec496fa3846","sha256:242b68b955f646fbd0a3243d995c4bbeff59a7b2f2787125d55347f6f2dc99db"],"state_sha256":"292b514b8eda831fb05ebef16411b58343471fed6351bc4b182fb55eee9336f6"}