{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:SSXSTOBXJII5HD2KIPFFW63D3W","short_pith_number":"pith:SSXSTOBX","canonical_record":{"source":{"id":"2411.00932","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-11-01T17:14:37Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"9cc0e76f55b992c88358a0e2fcb570139d353203f51629060a8d7166d08944d2","abstract_canon_sha256":"8aa7534e9258ebda26b51791b01719435340e04b857b0b73a17c87d3b63a7d57"},"schema_version":"1.0"},"canonical_sha256":"94af29b8374a11d38f4a43ca5b7b63dd87fc2445bde88de3f29d4aef08c00535","source":{"kind":"arxiv","id":"2411.00932","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.00932","created_at":"2026-07-05T11:05:36Z"},{"alias_kind":"arxiv_version","alias_value":"2411.00932v1","created_at":"2026-07-05T11:05:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.00932","created_at":"2026-07-05T11:05:36Z"},{"alias_kind":"pith_short_12","alias_value":"SSXSTOBXJII5","created_at":"2026-07-05T11:05:36Z"},{"alias_kind":"pith_short_16","alias_value":"SSXSTOBXJII5HD2K","created_at":"2026-07-05T11:05:36Z"},{"alias_kind":"pith_short_8","alias_value":"SSXSTOBX","created_at":"2026-07-05T11:05:36Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:SSXSTOBXJII5HD2KIPFFW63D3W","target":"record","payload":{"canonical_record":{"source":{"id":"2411.00932","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-11-01T17:14:37Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"9cc0e76f55b992c88358a0e2fcb570139d353203f51629060a8d7166d08944d2","abstract_canon_sha256":"8aa7534e9258ebda26b51791b01719435340e04b857b0b73a17c87d3b63a7d57"},"schema_version":"1.0"},"canonical_sha256":"94af29b8374a11d38f4a43ca5b7b63dd87fc2445bde88de3f29d4aef08c00535","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:05:36.010968Z","signature_b64":"GhClp09U/us3E0u9fj3MuWzM7G6Qzdp42OcL2SjPUG4yKv4cj9sJ/vY5auJOI1WCkyHZWCILw51EfYD5a1pjDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"94af29b8374a11d38f4a43ca5b7b63dd87fc2445bde88de3f29d4aef08c00535","last_reissued_at":"2026-07-05T11:05:36.010498Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:05:36.010498Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.00932","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:05:36Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"SNzoaZNbiLDbiVp/HNbIJwAZqrJ9sy3ZtDTkxsUjJfTrg5GwufAzH8ot777BDOvUnNn8sMUXyg+s1fI1UdQsAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T15:18:15.263219Z"},"content_sha256":"47827ad77cda49a3d11b2f06ad895ad29a32dadc47eda63ca02149f9fcd7bc9b","schema_version":"1.0","event_id":"sha256:47827ad77cda49a3d11b2f06ad895ad29a32dadc47eda63ca02149f9fcd7bc9b"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:SSXSTOBXJII5HD2KIPFFW63D3W","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"LLMs: A Game-Changer for Software Engineers?","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.SE","authors_text":"Md Asraful Haque","submitted_at":"2024-11-01T17:14:37Z","abstract_excerpt":"Large Language Models (LLMs) like GPT-3 and GPT-4 have emerged as groundbreaking innovations with capabilities that extend far beyond traditional AI applications. These sophisticated models, trained on massive datasets, can generate human-like text, respond to complex queries, and even write and interpret code. Their potential to revolutionize software development has captivated the software engineering (SE) community, sparking debates about their transformative impact. Through a critical analysis of technical strengths, limitations, real-world case studies, and future research directions, thi"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.00932","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/2411.00932/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":"2026-07-05T11:05:36Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"aAk2WOfc2llmtgMwtZ0zkW+HF1HA3z6Ivv6zvCvg+yJn+HhNQqiNiPWBAj0lZmhgJU9v6N8Duf1hL3/7FVTADg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T15:18:15.269063Z"},"content_sha256":"3fdc2f2f755e7a02042339859994949eb428369df95acc5e3505e9b1deb50aea","schema_version":"1.0","event_id":"sha256:3fdc2f2f755e7a02042339859994949eb428369df95acc5e3505e9b1deb50aea"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/SSXSTOBXJII5HD2KIPFFW63D3W/bundle.json","state_url":"https://pith.science/pith/SSXSTOBXJII5HD2KIPFFW63D3W/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/SSXSTOBXJII5HD2KIPFFW63D3W/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":"2026-08-07T15:18:15Z","links":{"resolver":"https://pith.science/pith/SSXSTOBXJII5HD2KIPFFW63D3W","bundle":"https://pith.science/pith/SSXSTOBXJII5HD2KIPFFW63D3W/bundle.json","state":"https://pith.science/pith/SSXSTOBXJII5HD2KIPFFW63D3W/state.json","well_known_bundle":"https://pith.science/.well-known/pith/SSXSTOBXJII5HD2KIPFFW63D3W/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:SSXSTOBXJII5HD2KIPFFW63D3W","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":"8aa7534e9258ebda26b51791b01719435340e04b857b0b73a17c87d3b63a7d57","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-11-01T17:14:37Z","title_canon_sha256":"9cc0e76f55b992c88358a0e2fcb570139d353203f51629060a8d7166d08944d2"},"schema_version":"1.0","source":{"id":"2411.00932","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.00932","created_at":"2026-07-05T11:05:36Z"},{"alias_kind":"arxiv_version","alias_value":"2411.00932v1","created_at":"2026-07-05T11:05:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.00932","created_at":"2026-07-05T11:05:36Z"},{"alias_kind":"pith_short_12","alias_value":"SSXSTOBXJII5","created_at":"2026-07-05T11:05:36Z"},{"alias_kind":"pith_short_16","alias_value":"SSXSTOBXJII5HD2K","created_at":"2026-07-05T11:05:36Z"},{"alias_kind":"pith_short_8","alias_value":"SSXSTOBX","created_at":"2026-07-05T11:05:36Z"}],"graph_snapshots":[{"event_id":"sha256:3fdc2f2f755e7a02042339859994949eb428369df95acc5e3505e9b1deb50aea","target":"graph","created_at":"2026-07-05T11:05:36Z","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/2411.00932/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) like GPT-3 and GPT-4 have emerged as groundbreaking innovations with capabilities that extend far beyond traditional AI applications. These sophisticated models, trained on massive datasets, can generate human-like text, respond to complex queries, and even write and interpret code. Their potential to revolutionize software development has captivated the software engineering (SE) community, sparking debates about their transformative impact. Through a critical analysis of technical strengths, limitations, real-world case studies, and future research directions, thi","authors_text":"Md Asraful Haque","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-11-01T17:14:37Z","title":"LLMs: A Game-Changer for Software Engineers?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.00932","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":"sha256:47827ad77cda49a3d11b2f06ad895ad29a32dadc47eda63ca02149f9fcd7bc9b","target":"record","created_at":"2026-07-05T11:05:36Z","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":"8aa7534e9258ebda26b51791b01719435340e04b857b0b73a17c87d3b63a7d57","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-11-01T17:14:37Z","title_canon_sha256":"9cc0e76f55b992c88358a0e2fcb570139d353203f51629060a8d7166d08944d2"},"schema_version":"1.0","source":{"id":"2411.00932","kind":"arxiv","version":1}},"canonical_sha256":"94af29b8374a11d38f4a43ca5b7b63dd87fc2445bde88de3f29d4aef08c00535","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"94af29b8374a11d38f4a43ca5b7b63dd87fc2445bde88de3f29d4aef08c00535","first_computed_at":"2026-07-05T11:05:36.010498Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:05:36.010498Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"GhClp09U/us3E0u9fj3MuWzM7G6Qzdp42OcL2SjPUG4yKv4cj9sJ/vY5auJOI1WCkyHZWCILw51EfYD5a1pjDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:05:36.010968Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.00932","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:47827ad77cda49a3d11b2f06ad895ad29a32dadc47eda63ca02149f9fcd7bc9b","sha256:3fdc2f2f755e7a02042339859994949eb428369df95acc5e3505e9b1deb50aea"],"state_sha256":"eae6d44afc176f72f38b839d75383d58b0d8f6a43c28f0417a3f0c7f231f3b07"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"RyE8O8T4O8hAds1iqN9MiQTIX3ZKN/oagm2gwNZYYPCYlgPEhl1/1+poHAR/lhMfp4T4B7S2dTt5Eu6bC963Dg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T15:18:15.297284Z","bundle_sha256":"94787f0cc872b15155dc3ff2b28377daeac0de6c85f2c3d45906401d265a3a07"}}