{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:WESN3KKR2N6IS2UPRDNNLDVSDN","short_pith_number":"pith:WESN3KKR","canonical_record":{"source":{"id":"2407.13280","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-07-18T08:33:39Z","cross_cats_sorted":["cs.DB"],"title_canon_sha256":"5bac42d592738a816fded6b19924832247e6d3316f9f28e12cfd97d1ad230ebc","abstract_canon_sha256":"82e1cec4e9c9cd017fe7958cc12b55d8fa4814d820b50497c5e716b5b4c9816c"},"schema_version":"1.0"},"canonical_sha256":"b124dda951d37c896a8f88dad58eb21b7f7dca394d7b0a7492d4d0b98c619821","source":{"kind":"arxiv","id":"2407.13280","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.13280","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"arxiv_version","alias_value":"2407.13280v2","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.13280","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"pith_short_12","alias_value":"WESN3KKR2N6I","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"pith_short_16","alias_value":"WESN3KKR2N6IS2UP","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"pith_short_8","alias_value":"WESN3KKR","created_at":"2026-07-05T08:46:28Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:WESN3KKR2N6IS2UPRDNNLDVSDN","target":"record","payload":{"canonical_record":{"source":{"id":"2407.13280","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-07-18T08:33:39Z","cross_cats_sorted":["cs.DB"],"title_canon_sha256":"5bac42d592738a816fded6b19924832247e6d3316f9f28e12cfd97d1ad230ebc","abstract_canon_sha256":"82e1cec4e9c9cd017fe7958cc12b55d8fa4814d820b50497c5e716b5b4c9816c"},"schema_version":"1.0"},"canonical_sha256":"b124dda951d37c896a8f88dad58eb21b7f7dca394d7b0a7492d4d0b98c619821","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:46:28.340558Z","signature_b64":"oc6Jy7X/pPwkbFmpLAdtKBh2foNLFjP8PEHPjFJ7IR8hQ5KZRml0P76hFCulUmFB8GWY3H1IRSvtn80Oj6V0Dg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"b124dda951d37c896a8f88dad58eb21b7f7dca394d7b0a7492d4d0b98c619821","last_reissued_at":"2026-07-05T08:46:28.340075Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:46:28.340075Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2407.13280","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":"2026-07-05T08:46:28Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"PfoYuZgplEwUf3EvihEZh/LpwI4kNACt5jkqqL1A8HCX61uZ6+kH7ux9EIYb5c3Xf+D+dKD9V9m5pCM9iFxNAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T10:26:58.696136Z"},"content_sha256":"6e16b153f428f3439c089929998813f8c45165999a5260c8f5d9c25c932d6f8f","schema_version":"1.0","event_id":"sha256:6e16b153f428f3439c089929998813f8c45165999a5260c8f5d9c25c932d6f8f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:WESN3KKR2N6IS2UPRDNNLDVSDN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"AI-Assisted SQL Authoring at Industry Scale","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.DB"],"primary_cat":"cs.SE","authors_text":"Chandra Maddila, Diana Hsu, Edwin Kim, Kosay Jabre, Negar Ghorbani, Nikolay Pavlovich Laptev, Olivia Harman, Parth Thakkar, Peter C. Rigby, Rui Abreu, Vijayaraghavan Murali","submitted_at":"2024-07-18T08:33:39Z","abstract_excerpt":"SqlCompose brings generative AI into the data analytics domain. SQL is declarative, has formal table schemas, and is often written in a non-linear manner. We address each of these challenges and develop a set of models that shows the importance of each problem. We first develop an internal SQL benchmark to perform offline tests at Meta. We evaluate how well the Public Llama model performs. We attain a BLEU score of 53% and 24% for single- and multi-line predictions, respectively. This performance is consistent with prior works on imperative languages. We then fine-tune Llama on our internal da"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.13280","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/2407.13280/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":"0Pf4hY718Entx2uDiuywsrRMT5sU+emG4kfvdYze+cbVbHCOWDK3Qsc2UZUkJu19YRga9GaadsaQkNWdbQ1NDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T10:26:58.696611Z"},"content_sha256":"323366e7eb09915dd9f291b30aa940f33a08df6371852e490ebd8c36cbdb12de","schema_version":"1.0","event_id":"sha256:323366e7eb09915dd9f291b30aa940f33a08df6371852e490ebd8c36cbdb12de"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/WESN3KKR2N6IS2UPRDNNLDVSDN/bundle.json","state_url":"https://pith.science/pith/WESN3KKR2N6IS2UPRDNNLDVSDN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/WESN3KKR2N6IS2UPRDNNLDVSDN/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":"2026-08-14T10:26:58Z","links":{"resolver":"https://pith.science/pith/WESN3KKR2N6IS2UPRDNNLDVSDN","bundle":"https://pith.science/pith/WESN3KKR2N6IS2UPRDNNLDVSDN/bundle.json","state":"https://pith.science/pith/WESN3KKR2N6IS2UPRDNNLDVSDN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/WESN3KKR2N6IS2UPRDNNLDVSDN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:WESN3KKR2N6IS2UPRDNNLDVSDN","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":"82e1cec4e9c9cd017fe7958cc12b55d8fa4814d820b50497c5e716b5b4c9816c","cross_cats_sorted":["cs.DB"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-07-18T08:33:39Z","title_canon_sha256":"5bac42d592738a816fded6b19924832247e6d3316f9f28e12cfd97d1ad230ebc"},"schema_version":"1.0","source":{"id":"2407.13280","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.13280","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"arxiv_version","alias_value":"2407.13280v2","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.13280","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"pith_short_12","alias_value":"WESN3KKR2N6I","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"pith_short_16","alias_value":"WESN3KKR2N6IS2UP","created_at":"2026-07-05T08:46:28Z"},{"alias_kind":"pith_short_8","alias_value":"WESN3KKR","created_at":"2026-07-05T08:46:28Z"}],"graph_snapshots":[{"event_id":"sha256:323366e7eb09915dd9f291b30aa940f33a08df6371852e490ebd8c36cbdb12de","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/2407.13280/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"SqlCompose brings generative AI into the data analytics domain. SQL is declarative, has formal table schemas, and is often written in a non-linear manner. We address each of these challenges and develop a set of models that shows the importance of each problem. We first develop an internal SQL benchmark to perform offline tests at Meta. We evaluate how well the Public Llama model performs. We attain a BLEU score of 53% and 24% for single- and multi-line predictions, respectively. This performance is consistent with prior works on imperative languages. We then fine-tune Llama on our internal da","authors_text":"Chandra Maddila, Diana Hsu, Edwin Kim, Kosay Jabre, Negar Ghorbani, Nikolay Pavlovich Laptev, Olivia Harman, Parth Thakkar, Peter C. Rigby, Rui Abreu, Vijayaraghavan Murali","cross_cats":["cs.DB"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-07-18T08:33:39Z","title":"AI-Assisted SQL Authoring at Industry Scale"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.13280","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":"sha256:6e16b153f428f3439c089929998813f8c45165999a5260c8f5d9c25c932d6f8f","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":"82e1cec4e9c9cd017fe7958cc12b55d8fa4814d820b50497c5e716b5b4c9816c","cross_cats_sorted":["cs.DB"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-07-18T08:33:39Z","title_canon_sha256":"5bac42d592738a816fded6b19924832247e6d3316f9f28e12cfd97d1ad230ebc"},"schema_version":"1.0","source":{"id":"2407.13280","kind":"arxiv","version":2}},"canonical_sha256":"b124dda951d37c896a8f88dad58eb21b7f7dca394d7b0a7492d4d0b98c619821","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b124dda951d37c896a8f88dad58eb21b7f7dca394d7b0a7492d4d0b98c619821","first_computed_at":"2026-07-05T08:46:28.340075Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:46:28.340075Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"oc6Jy7X/pPwkbFmpLAdtKBh2foNLFjP8PEHPjFJ7IR8hQ5KZRml0P76hFCulUmFB8GWY3H1IRSvtn80Oj6V0Dg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:46:28.340558Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.13280","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6e16b153f428f3439c089929998813f8c45165999a5260c8f5d9c25c932d6f8f","sha256:323366e7eb09915dd9f291b30aa940f33a08df6371852e490ebd8c36cbdb12de"],"state_sha256":"769e9db89a2059b53c3e9a7d6c2aff006172afb3695fd2aff8cc574948c4ec59"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/wZG8+BOwQZbdf9YZ3Hu3RFNh+Aszg49IGsceWX718ctHsHYYptt6C1Ca6cbRvTMMFLz84DitjZqPP86wT5FCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-14T10:26:58.701185Z","bundle_sha256":"122f23db68b8d18bc540e98cb4dce1d82adc97a2d179221dfbea1ad6a9849cad"}}