{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:R3T2Z7GKEQ56WFQ353Y5JUFDFW","short_pith_number":"pith:R3T2Z7GK","canonical_record":{"source":{"id":"2407.14530","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DB","submitted_at":"2024-07-09T03:05:27Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"29865925cd5e34d93de11e2a013f1440b651fd60f21aa25972402ed98b175453","abstract_canon_sha256":"731814561933e86361466e7848f8a34d6e6d6cdcbcebe8f1a48ae6c5288f1024"},"schema_version":"1.0"},"canonical_sha256":"8ee7acfcca243beb161beef1d4d0a32da7f94cc2c80bf79877d5f7514bf5dbed","source":{"kind":"arxiv","id":"2407.14530","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.14530","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"arxiv_version","alias_value":"2407.14530v1","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.14530","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"pith_short_12","alias_value":"R3T2Z7GKEQ56","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"pith_short_16","alias_value":"R3T2Z7GKEQ56WFQ3","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"pith_short_8","alias_value":"R3T2Z7GK","created_at":"2026-07-05T08:46:28Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:R3T2Z7GKEQ56WFQ353Y5JUFDFW","target":"record","payload":{"canonical_record":{"source":{"id":"2407.14530","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DB","submitted_at":"2024-07-09T03:05:27Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"29865925cd5e34d93de11e2a013f1440b651fd60f21aa25972402ed98b175453","abstract_canon_sha256":"731814561933e86361466e7848f8a34d6e6d6cdcbcebe8f1a48ae6c5288f1024"},"schema_version":"1.0"},"canonical_sha256":"8ee7acfcca243beb161beef1d4d0a32da7f94cc2c80bf79877d5f7514bf5dbed","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:46:28.872184Z","signature_b64":"r468wIi6dpZuFcsiyhHShc+unhNkAuEvxIlJwh46w+GHNMUB11Of4zebtuyTLS1qNZ7yNhyiwAFz7oWo6RSIBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"8ee7acfcca243beb161beef1d4d0a32da7f94cc2c80bf79877d5f7514bf5dbed","last_reissued_at":"2026-07-05T08:46:28.871773Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:46:28.871773Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2407.14530","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":"2026-07-05T08:46:28Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7tMy4KeK4gS21Kl/4viz6jUqqeVxDq90mbZQX8URc+dBjKa6jbtIEsYuQT1jUKo7+nF9L6tLfsH4zolgS6VLDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T19:44:47.433563Z"},"content_sha256":"c5b8dfb676d339b78238f44bd9c3b078baafdbca4f54341b4c4471502715af3d","schema_version":"1.0","event_id":"sha256:c5b8dfb676d339b78238f44bd9c3b078baafdbca4f54341b4c4471502715af3d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:R3T2Z7GKEQ56WFQ353Y5JUFDFW","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"FuncEvalGMN: Evaluating Functional Correctness of SQL via Graph Matching Network","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.DB","authors_text":"Boyi Liu, Dongchi Huang, Guifeng Wang, Han Weng, Jiajun Xie, Longjie Cui, Xiaoming Yin, Yang Sun, Yi Zhan, Yu Tian","submitted_at":"2024-07-09T03:05:27Z","abstract_excerpt":"In this paper, we propose a novel graph-based methodology to evaluate the functional correctness of SQL generation. Conventional metrics for assessing SQL code generation, such as matching-based and execution-based methods (e.g., exact set match and execution accuracy), are subject to two primary limitations. Firstly, the former fails to effectively assess functional correctness, as different SQL queries may possess identical functionalities. Secondly, the latter is susceptible to producing false positive samples in evaluations. Our proposed evaluation method, \\texttt{FuncEvalGMN}, does not de"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.14530","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/2407.14530/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":"2026-07-05T08:46:28Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"OPBB6I7KoaKByd83upH9fxTBxMtgwJAL2oAVXgbiIT4uZ+C3JWtMNOcLQME3a7YCxJf/3pD5qMvMcM7vzmOdBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T19:44:47.434066Z"},"content_sha256":"74180d2eea86f266962679edaf5ed9cdba184b4af517aac2b09e6e7fdf06c396","schema_version":"1.0","event_id":"sha256:74180d2eea86f266962679edaf5ed9cdba184b4af517aac2b09e6e7fdf06c396"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/R3T2Z7GKEQ56WFQ353Y5JUFDFW/bundle.json","state_url":"https://pith.science/pith/R3T2Z7GKEQ56WFQ353Y5JUFDFW/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/R3T2Z7GKEQ56WFQ353Y5JUFDFW/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":"2026-08-15T19:44:47Z","links":{"resolver":"https://pith.science/pith/R3T2Z7GKEQ56WFQ353Y5JUFDFW","bundle":"https://pith.science/pith/R3T2Z7GKEQ56WFQ353Y5JUFDFW/bundle.json","state":"https://pith.science/pith/R3T2Z7GKEQ56WFQ353Y5JUFDFW/state.json","well_known_bundle":"https://pith.science/.well-known/pith/R3T2Z7GKEQ56WFQ353Y5JUFDFW/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:R3T2Z7GKEQ56WFQ353Y5JUFDFW","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":"731814561933e86361466e7848f8a34d6e6d6cdcbcebe8f1a48ae6c5288f1024","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DB","submitted_at":"2024-07-09T03:05:27Z","title_canon_sha256":"29865925cd5e34d93de11e2a013f1440b651fd60f21aa25972402ed98b175453"},"schema_version":"1.0","source":{"id":"2407.14530","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.14530","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"arxiv_version","alias_value":"2407.14530v1","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.14530","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"pith_short_12","alias_value":"R3T2Z7GKEQ56","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"pith_short_16","alias_value":"R3T2Z7GKEQ56WFQ3","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"pith_short_8","alias_value":"R3T2Z7GK","created_at":"2026-07-05T08:46:28Z"}],"graph_snapshots":[{"event_id":"sha256:74180d2eea86f266962679edaf5ed9cdba184b4af517aac2b09e6e7fdf06c396","target":"graph","created_at":"2026-07-05T08:46:28Z","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/2407.14530/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper, we propose a novel graph-based methodology to evaluate the functional correctness of SQL generation. Conventional metrics for assessing SQL code generation, such as matching-based and execution-based methods (e.g., exact set match and execution accuracy), are subject to two primary limitations. Firstly, the former fails to effectively assess functional correctness, as different SQL queries may possess identical functionalities. Secondly, the latter is susceptible to producing false positive samples in evaluations. Our proposed evaluation method, \\texttt{FuncEvalGMN}, does not de","authors_text":"Boyi Liu, Dongchi Huang, Guifeng Wang, Han Weng, Jiajun Xie, Longjie Cui, Xiaoming Yin, Yang Sun, Yi Zhan, Yu Tian","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DB","submitted_at":"2024-07-09T03:05:27Z","title":"FuncEvalGMN: Evaluating Functional Correctness of SQL via Graph Matching Network"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.14530","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:c5b8dfb676d339b78238f44bd9c3b078baafdbca4f54341b4c4471502715af3d","target":"record","created_at":"2026-07-05T08:46:28Z","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":"731814561933e86361466e7848f8a34d6e6d6cdcbcebe8f1a48ae6c5288f1024","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DB","submitted_at":"2024-07-09T03:05:27Z","title_canon_sha256":"29865925cd5e34d93de11e2a013f1440b651fd60f21aa25972402ed98b175453"},"schema_version":"1.0","source":{"id":"2407.14530","kind":"arxiv","version":1}},"canonical_sha256":"8ee7acfcca243beb161beef1d4d0a32da7f94cc2c80bf79877d5f7514bf5dbed","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8ee7acfcca243beb161beef1d4d0a32da7f94cc2c80bf79877d5f7514bf5dbed","first_computed_at":"2026-07-05T08:46:28.871773Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:46:28.871773Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"r468wIi6dpZuFcsiyhHShc+unhNkAuEvxIlJwh46w+GHNMUB11Of4zebtuyTLS1qNZ7yNhyiwAFz7oWo6RSIBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:46:28.872184Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.14530","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c5b8dfb676d339b78238f44bd9c3b078baafdbca4f54341b4c4471502715af3d","sha256:74180d2eea86f266962679edaf5ed9cdba184b4af517aac2b09e6e7fdf06c396"],"state_sha256":"9d9df305e16435c487bed18ac15536d625dc5d8b2b64219a8cb49570656720b3"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lcMkStS1SReIwlBY6K5TwQ8QQLAubOdccmdYsVulty/vzOtF0VG6lq6s+SwVEjfjYU9fdmgt2xLe2mtfaUxRBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-15T19:44:47.440022Z","bundle_sha256":"fa6e7bf42477e7049e22b4ef1379eefa31a14973cb24071ee652c87eb3c8000f"}}