{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:7VPGDM4M5RREGUVOS7PECPMVIF","short_pith_number":"pith:7VPGDM4M","canonical_record":{"source":{"id":"2308.08784","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2023-08-17T04:58:51Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"b56169cc7036c1e3cde152a06a3043c7efb1657bb2da2f4d408f0e83541989bb","abstract_canon_sha256":"6a0beeb159a301c044d7a024df9b4c0dda81e16108715888eeb5c4bbcf7503c9"},"schema_version":"1.0"},"canonical_sha256":"fd5e61b38cec624352ae97de413d954152f05592c90a74ea2b635c38051ed8ba","source":{"kind":"arxiv","id":"2308.08784","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2308.08784","created_at":"2026-07-05T07:48:31Z"},{"alias_kind":"arxiv_version","alias_value":"2308.08784v2","created_at":"2026-07-05T07:48:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2308.08784","created_at":"2026-07-05T07:48:31Z"},{"alias_kind":"pith_short_12","alias_value":"7VPGDM4M5RRE","created_at":"2026-07-05T07:48:31Z"},{"alias_kind":"pith_short_16","alias_value":"7VPGDM4M5RREGUVO","created_at":"2026-07-05T07:48:31Z"},{"alias_kind":"pith_short_8","alias_value":"7VPGDM4M","created_at":"2026-07-05T07:48:31Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:7VPGDM4M5RREGUVOS7PECPMVIF","target":"record","payload":{"canonical_record":{"source":{"id":"2308.08784","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2023-08-17T04:58:51Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"b56169cc7036c1e3cde152a06a3043c7efb1657bb2da2f4d408f0e83541989bb","abstract_canon_sha256":"6a0beeb159a301c044d7a024df9b4c0dda81e16108715888eeb5c4bbcf7503c9"},"schema_version":"1.0"},"canonical_sha256":"fd5e61b38cec624352ae97de413d954152f05592c90a74ea2b635c38051ed8ba","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:48:31.218120Z","signature_b64":"Z+SDl2uGxAjDPKyZL9Q86d277PWokZBOMhzCe/3OZ9hvONI9XR5LIwdqaPv6qZGo/slwNdmGNiuC5KoS9FmJDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"fd5e61b38cec624352ae97de413d954152f05592c90a74ea2b635c38051ed8ba","last_reissued_at":"2026-07-05T07:48:31.217462Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:48:31.217462Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2308.08784","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:48:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"InX9u5jLTQROo3Kl+1ebQh0+zwWOyw7E8sFWLtUOo+U6he1ErHaQuhpMw+wbR2cSIj7BUAVBhYSGipehzShwBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T13:11:55.686928Z"},"content_sha256":"dd30a1769cb7ad1134f2ad9672b4604bb7b75ad6184bb1b7a2e3342c4d224791","schema_version":"1.0","event_id":"sha256:dd30a1769cb7ad1134f2ad9672b4604bb7b75ad6184bb1b7a2e3342c4d224791"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:7VPGDM4M5RREGUVOS7PECPMVIF","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"CodeCoT: Tackling Code Syntax Errors in CoT Reasoning for Code Generation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.SE","authors_text":"Dong Huang, Heming Cui, Qingwen Bu, Yuhao Qing","submitted_at":"2023-08-17T04:58:51Z","abstract_excerpt":"Chain-of-thought (CoT) has emerged as a groundbreaking tool in NLP, notably for its efficacy in complex reasoning tasks, such as mathematical proofs. However, its application in code generation faces a distinct challenge, i.e., although the code generated with CoT reasoning is logically correct, it faces the problem of syntax error (e.g., invalid syntax error report) during code execution, which causes the CoT result's pass@1 in HumanEval even lower than the zero-shot result.\n  In this paper, we present Code Chain-of-Thought (CodeCoT) that integrates CoT with a self-examination process for cod"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2308.08784","kind":"arxiv","version":2},"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/2308.08784/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:48:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"f48nCydlDKEs6VsI+SLXa+q1P73CkRgqmyoyGpRfFbMpToSSPmKaRr5tPwyHuRYDX+mbcYslD43xW/ShZR90BA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T13:11:55.687643Z"},"content_sha256":"1ac86d945c1608e8a555727c792142fe0b3387fb80bd181c5b8564ace4e9387a","schema_version":"1.0","event_id":"sha256:1ac86d945c1608e8a555727c792142fe0b3387fb80bd181c5b8564ace4e9387a"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/7VPGDM4M5RREGUVOS7PECPMVIF/bundle.json","state_url":"https://pith.science/pith/7VPGDM4M5RREGUVOS7PECPMVIF/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/7VPGDM4M5RREGUVOS7PECPMVIF/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-07T13:11:55Z","links":{"resolver":"https://pith.science/pith/7VPGDM4M5RREGUVOS7PECPMVIF","bundle":"https://pith.science/pith/7VPGDM4M5RREGUVOS7PECPMVIF/bundle.json","state":"https://pith.science/pith/7VPGDM4M5RREGUVOS7PECPMVIF/state.json","well_known_bundle":"https://pith.science/.well-known/pith/7VPGDM4M5RREGUVOS7PECPMVIF/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:7VPGDM4M5RREGUVOS7PECPMVIF","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":"6a0beeb159a301c044d7a024df9b4c0dda81e16108715888eeb5c4bbcf7503c9","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2023-08-17T04:58:51Z","title_canon_sha256":"b56169cc7036c1e3cde152a06a3043c7efb1657bb2da2f4d408f0e83541989bb"},"schema_version":"1.0","source":{"id":"2308.08784","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2308.08784","created_at":"2026-07-05T07:48:31Z"},{"alias_kind":"arxiv_version","alias_value":"2308.08784v2","created_at":"2026-07-05T07:48:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2308.08784","created_at":"2026-07-05T07:48:31Z"},{"alias_kind":"pith_short_12","alias_value":"7VPGDM4M5RRE","created_at":"2026-07-05T07:48:31Z"},{"alias_kind":"pith_short_16","alias_value":"7VPGDM4M5RREGUVO","created_at":"2026-07-05T07:48:31Z"},{"alias_kind":"pith_short_8","alias_value":"7VPGDM4M","created_at":"2026-07-05T07:48:31Z"}],"graph_snapshots":[{"event_id":"sha256:1ac86d945c1608e8a555727c792142fe0b3387fb80bd181c5b8564ace4e9387a","target":"graph","created_at":"2026-07-05T07:48:31Z","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/2308.08784/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Chain-of-thought (CoT) has emerged as a groundbreaking tool in NLP, notably for its efficacy in complex reasoning tasks, such as mathematical proofs. However, its application in code generation faces a distinct challenge, i.e., although the code generated with CoT reasoning is logically correct, it faces the problem of syntax error (e.g., invalid syntax error report) during code execution, which causes the CoT result's pass@1 in HumanEval even lower than the zero-shot result.\n  In this paper, we present Code Chain-of-Thought (CodeCoT) that integrates CoT with a self-examination process for cod","authors_text":"Dong Huang, Heming Cui, Qingwen Bu, Yuhao Qing","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2023-08-17T04:58:51Z","title":"CodeCoT: Tackling Code Syntax Errors in CoT Reasoning for Code Generation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2308.08784","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:dd30a1769cb7ad1134f2ad9672b4604bb7b75ad6184bb1b7a2e3342c4d224791","target":"record","created_at":"2026-07-05T07:48:31Z","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":"6a0beeb159a301c044d7a024df9b4c0dda81e16108715888eeb5c4bbcf7503c9","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2023-08-17T04:58:51Z","title_canon_sha256":"b56169cc7036c1e3cde152a06a3043c7efb1657bb2da2f4d408f0e83541989bb"},"schema_version":"1.0","source":{"id":"2308.08784","kind":"arxiv","version":2}},"canonical_sha256":"fd5e61b38cec624352ae97de413d954152f05592c90a74ea2b635c38051ed8ba","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fd5e61b38cec624352ae97de413d954152f05592c90a74ea2b635c38051ed8ba","first_computed_at":"2026-07-05T07:48:31.217462Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:48:31.217462Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Z+SDl2uGxAjDPKyZL9Q86d277PWokZBOMhzCe/3OZ9hvONI9XR5LIwdqaPv6qZGo/slwNdmGNiuC5KoS9FmJDg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:48:31.218120Z","signed_message":"canonical_sha256_bytes"},"source_id":"2308.08784","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:dd30a1769cb7ad1134f2ad9672b4604bb7b75ad6184bb1b7a2e3342c4d224791","sha256:1ac86d945c1608e8a555727c792142fe0b3387fb80bd181c5b8564ace4e9387a"],"state_sha256":"8c87ad13ffd613e7f84029bd8d57fe1eef823eb01b3c217392a9518988575142"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7NsxUgOrHFGNw6MzVI4rhlVwHsef8Qz/mmZAm8/9HJu3c9BWOpU5Co7bh4AGxio4mvvjuYiWM64rhGLc+eo3Bw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T13:11:55.694941Z","bundle_sha256":"0b7e3d6546213214beb59a65f97dd8b04284eae80de2ed395c4374d29eb07ff4"}}