{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:3EHKJ4JGLPXMG3L7JXLGXB2QPP","short_pith_number":"pith:3EHKJ4JG","canonical_record":{"source":{"id":"2204.12648","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2022-04-27T01:23:12Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"edf51389347affc45a38e9329ac859df8802a8f23a486e1f2f11543c16979d3a","abstract_canon_sha256":"cace41e4a34980ccd395dfe89ebe92084affa1975081544d51df812717e6fd5b"},"schema_version":"1.0"},"canonical_sha256":"d90ea4f1265beec36d7f4dd66b87507bdaf7a539fbfab838052ab98de7a3170f","source":{"kind":"arxiv","id":"2204.12648","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2204.12648","created_at":"2026-07-05T04:18:21Z"},{"alias_kind":"arxiv_version","alias_value":"2204.12648v1","created_at":"2026-07-05T04:18:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2204.12648","created_at":"2026-07-05T04:18:21Z"},{"alias_kind":"pith_short_12","alias_value":"3EHKJ4JGLPXM","created_at":"2026-07-05T04:18:21Z"},{"alias_kind":"pith_short_16","alias_value":"3EHKJ4JGLPXMG3L7","created_at":"2026-07-05T04:18:21Z"},{"alias_kind":"pith_short_8","alias_value":"3EHKJ4JG","created_at":"2026-07-05T04:18:21Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:3EHKJ4JGLPXMG3L7JXLGXB2QPP","target":"record","payload":{"canonical_record":{"source":{"id":"2204.12648","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2022-04-27T01:23:12Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"edf51389347affc45a38e9329ac859df8802a8f23a486e1f2f11543c16979d3a","abstract_canon_sha256":"cace41e4a34980ccd395dfe89ebe92084affa1975081544d51df812717e6fd5b"},"schema_version":"1.0"},"canonical_sha256":"d90ea4f1265beec36d7f4dd66b87507bdaf7a539fbfab838052ab98de7a3170f","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T04:18:21.106182Z","signature_b64":"Srw7nzmbtQVxUdRgcQPhUBHkjLRT8Vq+2O0FQ4N+AbLw3x8aCUYLMGq0akosCxCD5qg3TpUgZKISrNecN9FaBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d90ea4f1265beec36d7f4dd66b87507bdaf7a539fbfab838052ab98de7a3170f","last_reissued_at":"2026-07-05T04:18:21.105762Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T04:18:21.105762Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2204.12648","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":"2026-07-05T04:18:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"XYej5hhplPx+ily7P0XY+U5ZOgf3fbr4ok6SAgUwBr6fTlTM5KAlsg0+FT2DxmwzIIrjyJKRqQYFQ24TL6n/AQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T18:15:43.603315Z"},"content_sha256":"71c1afce574b2fa00f221c696d0888b1e85b9b25528fe60c5fc5403eaed5d86f","schema_version":"1.0","event_id":"sha256:71c1afce574b2fa00f221c696d0888b1e85b9b25528fe60c5fc5403eaed5d86f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:3EHKJ4JGLPXMG3L7JXLGXB2QPP","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Generating Examples From CLI Usage: Can Transformers Help?","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.SE","authors_text":"Colin B. Clement, Neel Sundaresan, Roshanak Zilouchian Moghaddam, Spandan Garg, Yevhen Mohylevskyy","submitted_at":"2022-04-27T01:23:12Z","abstract_excerpt":"Continuous evolution in modern software often causes documentation, tutorials, and examples to be out of sync with changing interfaces and frameworks. Relying on outdated documentation and examples can lead programs to fail or be less efficient or even less secure. In response, programmers need to regularly turn to other resources on the web such as StackOverflow for examples to guide them in writing software. We recognize that this inconvenient, error-prone, and expensive process can be improved by using machine learning applied to software usage data. In this paper, we present our practical "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2204.12648","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/2204.12648/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":"2026-07-05T04:18:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"V927krETQHJBRAWIulBW2sIU7LBwC5q8mUCJMx9DjFTVJw0I5duboRpwjNJbsJORnrPjbRY9yj2uI4MfCRyIAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T18:15:43.603831Z"},"content_sha256":"b25d920f18c8a827e4c66cd04f180d949611e8118c48df2acf2131121768c235","schema_version":"1.0","event_id":"sha256:b25d920f18c8a827e4c66cd04f180d949611e8118c48df2acf2131121768c235"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/3EHKJ4JGLPXMG3L7JXLGXB2QPP/bundle.json","state_url":"https://pith.science/pith/3EHKJ4JGLPXMG3L7JXLGXB2QPP/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/3EHKJ4JGLPXMG3L7JXLGXB2QPP/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":"2026-08-18T18:15:43Z","links":{"resolver":"https://pith.science/pith/3EHKJ4JGLPXMG3L7JXLGXB2QPP","bundle":"https://pith.science/pith/3EHKJ4JGLPXMG3L7JXLGXB2QPP/bundle.json","state":"https://pith.science/pith/3EHKJ4JGLPXMG3L7JXLGXB2QPP/state.json","well_known_bundle":"https://pith.science/.well-known/pith/3EHKJ4JGLPXMG3L7JXLGXB2QPP/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:3EHKJ4JGLPXMG3L7JXLGXB2QPP","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":"cace41e4a34980ccd395dfe89ebe92084affa1975081544d51df812717e6fd5b","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2022-04-27T01:23:12Z","title_canon_sha256":"edf51389347affc45a38e9329ac859df8802a8f23a486e1f2f11543c16979d3a"},"schema_version":"1.0","source":{"id":"2204.12648","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2204.12648","created_at":"2026-07-05T04:18:21Z"},{"alias_kind":"arxiv_version","alias_value":"2204.12648v1","created_at":"2026-07-05T04:18:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2204.12648","created_at":"2026-07-05T04:18:21Z"},{"alias_kind":"pith_short_12","alias_value":"3EHKJ4JGLPXM","created_at":"2026-07-05T04:18:21Z"},{"alias_kind":"pith_short_16","alias_value":"3EHKJ4JGLPXMG3L7","created_at":"2026-07-05T04:18:21Z"},{"alias_kind":"pith_short_8","alias_value":"3EHKJ4JG","created_at":"2026-07-05T04:18:21Z"}],"graph_snapshots":[{"event_id":"sha256:b25d920f18c8a827e4c66cd04f180d949611e8118c48df2acf2131121768c235","target":"graph","created_at":"2026-07-05T04:18:21Z","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/2204.12648/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Continuous evolution in modern software often causes documentation, tutorials, and examples to be out of sync with changing interfaces and frameworks. Relying on outdated documentation and examples can lead programs to fail or be less efficient or even less secure. In response, programmers need to regularly turn to other resources on the web such as StackOverflow for examples to guide them in writing software. We recognize that this inconvenient, error-prone, and expensive process can be improved by using machine learning applied to software usage data. In this paper, we present our practical ","authors_text":"Colin B. Clement, Neel Sundaresan, Roshanak Zilouchian Moghaddam, Spandan Garg, Yevhen Mohylevskyy","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2022-04-27T01:23:12Z","title":"Generating Examples From CLI Usage: Can Transformers Help?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2204.12648","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":"sha256:71c1afce574b2fa00f221c696d0888b1e85b9b25528fe60c5fc5403eaed5d86f","target":"record","created_at":"2026-07-05T04:18:21Z","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":"cace41e4a34980ccd395dfe89ebe92084affa1975081544d51df812717e6fd5b","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2022-04-27T01:23:12Z","title_canon_sha256":"edf51389347affc45a38e9329ac859df8802a8f23a486e1f2f11543c16979d3a"},"schema_version":"1.0","source":{"id":"2204.12648","kind":"arxiv","version":1}},"canonical_sha256":"d90ea4f1265beec36d7f4dd66b87507bdaf7a539fbfab838052ab98de7a3170f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d90ea4f1265beec36d7f4dd66b87507bdaf7a539fbfab838052ab98de7a3170f","first_computed_at":"2026-07-05T04:18:21.105762Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:18:21.105762Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Srw7nzmbtQVxUdRgcQPhUBHkjLRT8Vq+2O0FQ4N+AbLw3x8aCUYLMGq0akosCxCD5qg3TpUgZKISrNecN9FaBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T04:18:21.106182Z","signed_message":"canonical_sha256_bytes"},"source_id":"2204.12648","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:71c1afce574b2fa00f221c696d0888b1e85b9b25528fe60c5fc5403eaed5d86f","sha256:b25d920f18c8a827e4c66cd04f180d949611e8118c48df2acf2131121768c235"],"state_sha256":"db4f4550faa42e04fa9c7434b9bd4b75ffd199bfffa943b22a7176769650abb9"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0joJ0Ts+LsJcwu2VHS3CHqL02m+PMfwzLg+Mnrfi3r90byjqUelmcPUEC/4CEHxS9RO/BYv5LvB9F2jm3m7hDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-18T18:15:43.608975Z","bundle_sha256":"34ec3b5f6dbb68c1c9d53455b0269da9e78cffd6958afa864173690339c2785c"}}