{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:6FQWOMARVKCLZDKPWDDCCKYMXD","short_pith_number":"pith:6FQWOMAR","canonical_record":{"source":{"id":"2502.17441","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-12-25T12:02:46Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"f94c1009b710040211afeb4cb0aa4622be36addf5351a888599c2a7d4030117a","abstract_canon_sha256":"5962c9dba2e7eba1e0b5b8647de04e9a23d262bd003a598da7d2bed39054aa5d"},"schema_version":"1.0"},"canonical_sha256":"f161673011aa84bc8d4fb0c6212b0cb8d4d32d626889ec5d69758aed24f13ff8","source":{"kind":"arxiv","id":"2502.17441","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.17441","created_at":"2026-07-05T10:19:10Z"},{"alias_kind":"arxiv_version","alias_value":"2502.17441v1","created_at":"2026-07-05T10:19:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.17441","created_at":"2026-07-05T10:19:10Z"},{"alias_kind":"pith_short_12","alias_value":"6FQWOMARVKCL","created_at":"2026-07-05T10:19:10Z"},{"alias_kind":"pith_short_16","alias_value":"6FQWOMARVKCLZDKP","created_at":"2026-07-05T10:19:10Z"},{"alias_kind":"pith_short_8","alias_value":"6FQWOMAR","created_at":"2026-07-05T10:19:10Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:6FQWOMARVKCLZDKPWDDCCKYMXD","target":"record","payload":{"canonical_record":{"source":{"id":"2502.17441","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-12-25T12:02:46Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"f94c1009b710040211afeb4cb0aa4622be36addf5351a888599c2a7d4030117a","abstract_canon_sha256":"5962c9dba2e7eba1e0b5b8647de04e9a23d262bd003a598da7d2bed39054aa5d"},"schema_version":"1.0"},"canonical_sha256":"f161673011aa84bc8d4fb0c6212b0cb8d4d32d626889ec5d69758aed24f13ff8","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:19:10.663896Z","signature_b64":"W1P9B126rSAYs6uH/SQXT0jaTVUQiToACewSYioGXZQqMpoRrGQuSwmkIowk0marB+BumZvGDk64sWqY2KtrDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f161673011aa84bc8d4fb0c6212b0cb8d4d32d626889ec5d69758aed24f13ff8","last_reissued_at":"2026-07-05T10:19:10.663376Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:19:10.663376Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2502.17441","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":"2026-07-05T10:19:10Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Mt5fz94JDrEtx0pk0i6aqpnrNX9Gal+Pe5NesIpURLLnV0l6hA1em47Zy0pHY64AZD/CfuWJZEpB0K8Sst/QBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T16:08:26.694310Z"},"content_sha256":"5de0a0995b6b5b43fbf2b56a642acb7d5a43a95a7d1ccbc16a39383d081fbb47","schema_version":"1.0","event_id":"sha256:5de0a0995b6b5b43fbf2b56a642acb7d5a43a95a7d1ccbc16a39383d081fbb47"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:6FQWOMARVKCLZDKPWDDCCKYMXD","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Renaissance of Literate Programming in the Era of LLMs: Enhancing LLM-Based Code Generation in Large-Scale Projects","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.SE","authors_text":"Chichun Zhou, Da Shen, Duolei Wang, Songsirou Xing, Wuyang Zhang, Yansong Li, Yingyao Zhou, Yu Wu, Zeyu Dong","submitted_at":"2024-12-25T12:02:46Z","abstract_excerpt":"Large Language Models (LLMs) have helped programmers increase efficiency through code generation, comprehension, and repair. However, their application to large-scale projects remains challenging due to complex interdependencies and the extensive size of modern codebases. Although Knuth's concept of Literate Programming (LP) combines code and natural language to convey logic and intent, its potential for enhancing relationships in large projects has not been fully explored. In this study, we introduce the idea of Interoperable LP (ILP), which leverages literate programming principles to enhanc"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.17441","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/2502.17441/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":"2026-07-05T10:19:10Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tcX6B0JGNaW+DWVETzlVR6g36CGswLp5eFwa/OBCf1ww0lm4VBPAQUTJXZD8GsC3kh/8Wfh86SP5aA38BG9XCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T16:08:26.694860Z"},"content_sha256":"9932e4661efd77846b8637500cccfec116d486ded8dd81e4ca59ee2fff7a702a","schema_version":"1.0","event_id":"sha256:9932e4661efd77846b8637500cccfec116d486ded8dd81e4ca59ee2fff7a702a"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/6FQWOMARVKCLZDKPWDDCCKYMXD/bundle.json","state_url":"https://pith.science/pith/6FQWOMARVKCLZDKPWDDCCKYMXD/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/6FQWOMARVKCLZDKPWDDCCKYMXD/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":"2026-08-03T16:08:26Z","links":{"resolver":"https://pith.science/pith/6FQWOMARVKCLZDKPWDDCCKYMXD","bundle":"https://pith.science/pith/6FQWOMARVKCLZDKPWDDCCKYMXD/bundle.json","state":"https://pith.science/pith/6FQWOMARVKCLZDKPWDDCCKYMXD/state.json","well_known_bundle":"https://pith.science/.well-known/pith/6FQWOMARVKCLZDKPWDDCCKYMXD/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:6FQWOMARVKCLZDKPWDDCCKYMXD","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":"5962c9dba2e7eba1e0b5b8647de04e9a23d262bd003a598da7d2bed39054aa5d","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-12-25T12:02:46Z","title_canon_sha256":"f94c1009b710040211afeb4cb0aa4622be36addf5351a888599c2a7d4030117a"},"schema_version":"1.0","source":{"id":"2502.17441","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.17441","created_at":"2026-07-05T10:19:10Z"},{"alias_kind":"arxiv_version","alias_value":"2502.17441v1","created_at":"2026-07-05T10:19:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.17441","created_at":"2026-07-05T10:19:10Z"},{"alias_kind":"pith_short_12","alias_value":"6FQWOMARVKCL","created_at":"2026-07-05T10:19:10Z"},{"alias_kind":"pith_short_16","alias_value":"6FQWOMARVKCLZDKP","created_at":"2026-07-05T10:19:10Z"},{"alias_kind":"pith_short_8","alias_value":"6FQWOMAR","created_at":"2026-07-05T10:19:10Z"}],"graph_snapshots":[{"event_id":"sha256:9932e4661efd77846b8637500cccfec116d486ded8dd81e4ca59ee2fff7a702a","target":"graph","created_at":"2026-07-05T10:19:10Z","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/2502.17441/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) have helped programmers increase efficiency through code generation, comprehension, and repair. However, their application to large-scale projects remains challenging due to complex interdependencies and the extensive size of modern codebases. Although Knuth's concept of Literate Programming (LP) combines code and natural language to convey logic and intent, its potential for enhancing relationships in large projects has not been fully explored. In this study, we introduce the idea of Interoperable LP (ILP), which leverages literate programming principles to enhanc","authors_text":"Chichun Zhou, Da Shen, Duolei Wang, Songsirou Xing, Wuyang Zhang, Yansong Li, Yingyao Zhou, Yu Wu, Zeyu Dong","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-12-25T12:02:46Z","title":"Renaissance of Literate Programming in the Era of LLMs: Enhancing LLM-Based Code Generation in Large-Scale Projects"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.17441","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":"sha256:5de0a0995b6b5b43fbf2b56a642acb7d5a43a95a7d1ccbc16a39383d081fbb47","target":"record","created_at":"2026-07-05T10:19:10Z","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":"5962c9dba2e7eba1e0b5b8647de04e9a23d262bd003a598da7d2bed39054aa5d","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-12-25T12:02:46Z","title_canon_sha256":"f94c1009b710040211afeb4cb0aa4622be36addf5351a888599c2a7d4030117a"},"schema_version":"1.0","source":{"id":"2502.17441","kind":"arxiv","version":1}},"canonical_sha256":"f161673011aa84bc8d4fb0c6212b0cb8d4d32d626889ec5d69758aed24f13ff8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f161673011aa84bc8d4fb0c6212b0cb8d4d32d626889ec5d69758aed24f13ff8","first_computed_at":"2026-07-05T10:19:10.663376Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:19:10.663376Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"W1P9B126rSAYs6uH/SQXT0jaTVUQiToACewSYioGXZQqMpoRrGQuSwmkIowk0marB+BumZvGDk64sWqY2KtrDw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:19:10.663896Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.17441","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5de0a0995b6b5b43fbf2b56a642acb7d5a43a95a7d1ccbc16a39383d081fbb47","sha256:9932e4661efd77846b8637500cccfec116d486ded8dd81e4ca59ee2fff7a702a"],"state_sha256":"f3c92d822a02b196f4c7de58f092998d13c1cfbeaecc0e2757f0b9466faf0f73"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LNrsdMxWvyk0zrXVieazcMTntIkwThf0hS+uHvHGnxstHvKryY4qdM7u5VzjJzu1TTlm3RvIBU0BaqUoqx50CA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-03T16:08:26.700522Z","bundle_sha256":"b4f7b056df1a665029ce2409bf9166537c3f941e6c40fb6b198bbaa2b72237c8"}}