{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:DSQWIW4HHKOSZAK7TSDBE4SKYU","short_pith_number":"pith:DSQWIW4H","canonical_record":{"source":{"id":"2308.09895","kind":"arxiv","version":6},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.PL","submitted_at":"2023-08-19T03:19:01Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"a0e644a9eb98d64b0ff85a5768c209501a4d70bd3ec503b174ef20813c99dc80","abstract_canon_sha256":"1fa398c04714c6d7f00526e233909a64015a5a74a508514f9cdf59fa1e0dce24"},"schema_version":"1.0"},"canonical_sha256":"1ca1645b873a9d2c815f9c8612724ac504c9f58a1e00fc0c2491f44e7d029afb","source":{"kind":"arxiv","id":"2308.09895","version":6},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2308.09895","created_at":"2026-07-05T09:09:53Z"},{"alias_kind":"arxiv_version","alias_value":"2308.09895v6","created_at":"2026-07-05T09:09:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2308.09895","created_at":"2026-07-05T09:09:53Z"},{"alias_kind":"pith_short_12","alias_value":"DSQWIW4HHKOS","created_at":"2026-07-05T09:09:53Z"},{"alias_kind":"pith_short_16","alias_value":"DSQWIW4HHKOSZAK7","created_at":"2026-07-05T09:09:53Z"},{"alias_kind":"pith_short_8","alias_value":"DSQWIW4H","created_at":"2026-07-05T09:09:53Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:DSQWIW4HHKOSZAK7TSDBE4SKYU","target":"record","payload":{"canonical_record":{"source":{"id":"2308.09895","kind":"arxiv","version":6},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.PL","submitted_at":"2023-08-19T03:19:01Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"a0e644a9eb98d64b0ff85a5768c209501a4d70bd3ec503b174ef20813c99dc80","abstract_canon_sha256":"1fa398c04714c6d7f00526e233909a64015a5a74a508514f9cdf59fa1e0dce24"},"schema_version":"1.0"},"canonical_sha256":"1ca1645b873a9d2c815f9c8612724ac504c9f58a1e00fc0c2491f44e7d029afb","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:09:53.080498Z","signature_b64":"cVuIJq0/PtsKPqrkDGZi65HYOndZG3oqEZcLsC7QA6zaHf48RKk04QJfHhD8iYj8X4KWYm3P4PHq9M4ThjAoBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1ca1645b873a9d2c815f9c8612724ac504c9f58a1e00fc0c2491f44e7d029afb","last_reissued_at":"2026-07-05T09:09:53.080017Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:09:53.080017Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2308.09895","source_version":6,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:09:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"g7ylt2WxcnnS//epy+k+KgPKDSSfUq+rbCbN2jCNL8joDkkHcH9sW4rgpRh0/wr/n/LWC0JosJAY8LCCqp2BCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-31T21:05:08.861412Z"},"content_sha256":"aaa7395a30d8e6a06cbdba830c1de1131d47e0970c74e3a338b41d2ee2f0a53a","schema_version":"1.0","event_id":"sha256:aaa7395a30d8e6a06cbdba830c1de1131d47e0970c74e3a338b41d2ee2f0a53a"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:DSQWIW4HHKOSZAK7TSDBE4SKYU","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Knowledge Transfer from High-Resource to Low-Resource Programming Languages for Code LLMs","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.PL","authors_text":"Abhinav Jangda, Anders Freeman, Arjun Guha, Carolyn Jane Anderson, Claire Schlesinger, Federico Cassano, Francesca Lucchetti, John Gouwar, Michael Greenberg, Molly Q Feldman","submitted_at":"2023-08-19T03:19:01Z","abstract_excerpt":"Over the past few years, Large Language Models of Code (Code LLMs) have started to have a significant impact on programming practice. Code LLMs are also emerging as building blocks for research in programming languages and software engineering. However, Code LLMs produce impressive results on programming languages that are well represented in their training data (e.g., Java, Python, or JavaScript), but struggle with low-resource languages that have limited training data available. Low resource languages include OCaml, Racket, and several others.\n  This paper presents an effective approach for "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2308.09895","kind":"arxiv","version":6},"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/2308.09895/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":"2026-07-05T09:09:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zd9EyrbGb4fcrTgY4e/VT+yht6UARFcL33e/4Y8t/c/s1F0QhxuA9r4gf3H4VhcJw8gs4hvoS2toSoXzArh1Dw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-31T21:05:08.862107Z"},"content_sha256":"d42d196ed63d3fa538e65b85a1012d5225ce08b210f079cf037dca2f840f3fdb","schema_version":"1.0","event_id":"sha256:d42d196ed63d3fa538e65b85a1012d5225ce08b210f079cf037dca2f840f3fdb"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DSQWIW4HHKOSZAK7TSDBE4SKYU/bundle.json","state_url":"https://pith.science/pith/DSQWIW4HHKOSZAK7TSDBE4SKYU/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DSQWIW4HHKOSZAK7TSDBE4SKYU/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":"2026-07-31T21:05:08Z","links":{"resolver":"https://pith.science/pith/DSQWIW4HHKOSZAK7TSDBE4SKYU","bundle":"https://pith.science/pith/DSQWIW4HHKOSZAK7TSDBE4SKYU/bundle.json","state":"https://pith.science/pith/DSQWIW4HHKOSZAK7TSDBE4SKYU/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DSQWIW4HHKOSZAK7TSDBE4SKYU/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:DSQWIW4HHKOSZAK7TSDBE4SKYU","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":"1fa398c04714c6d7f00526e233909a64015a5a74a508514f9cdf59fa1e0dce24","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.PL","submitted_at":"2023-08-19T03:19:01Z","title_canon_sha256":"a0e644a9eb98d64b0ff85a5768c209501a4d70bd3ec503b174ef20813c99dc80"},"schema_version":"1.0","source":{"id":"2308.09895","kind":"arxiv","version":6}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2308.09895","created_at":"2026-07-05T09:09:53Z"},{"alias_kind":"arxiv_version","alias_value":"2308.09895v6","created_at":"2026-07-05T09:09:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2308.09895","created_at":"2026-07-05T09:09:53Z"},{"alias_kind":"pith_short_12","alias_value":"DSQWIW4HHKOS","created_at":"2026-07-05T09:09:53Z"},{"alias_kind":"pith_short_16","alias_value":"DSQWIW4HHKOSZAK7","created_at":"2026-07-05T09:09:53Z"},{"alias_kind":"pith_short_8","alias_value":"DSQWIW4H","created_at":"2026-07-05T09:09:53Z"}],"graph_snapshots":[{"event_id":"sha256:d42d196ed63d3fa538e65b85a1012d5225ce08b210f079cf037dca2f840f3fdb","target":"graph","created_at":"2026-07-05T09:09:53Z","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/2308.09895/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Over the past few years, Large Language Models of Code (Code LLMs) have started to have a significant impact on programming practice. Code LLMs are also emerging as building blocks for research in programming languages and software engineering. However, Code LLMs produce impressive results on programming languages that are well represented in their training data (e.g., Java, Python, or JavaScript), but struggle with low-resource languages that have limited training data available. Low resource languages include OCaml, Racket, and several others.\n  This paper presents an effective approach for ","authors_text":"Abhinav Jangda, Anders Freeman, Arjun Guha, Carolyn Jane Anderson, Claire Schlesinger, Federico Cassano, Francesca Lucchetti, John Gouwar, Michael Greenberg, Molly Q Feldman","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.PL","submitted_at":"2023-08-19T03:19:01Z","title":"Knowledge Transfer from High-Resource to Low-Resource Programming Languages for Code LLMs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2308.09895","kind":"arxiv","version":6},"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:aaa7395a30d8e6a06cbdba830c1de1131d47e0970c74e3a338b41d2ee2f0a53a","target":"record","created_at":"2026-07-05T09:09:53Z","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":"1fa398c04714c6d7f00526e233909a64015a5a74a508514f9cdf59fa1e0dce24","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.PL","submitted_at":"2023-08-19T03:19:01Z","title_canon_sha256":"a0e644a9eb98d64b0ff85a5768c209501a4d70bd3ec503b174ef20813c99dc80"},"schema_version":"1.0","source":{"id":"2308.09895","kind":"arxiv","version":6}},"canonical_sha256":"1ca1645b873a9d2c815f9c8612724ac504c9f58a1e00fc0c2491f44e7d029afb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1ca1645b873a9d2c815f9c8612724ac504c9f58a1e00fc0c2491f44e7d029afb","first_computed_at":"2026-07-05T09:09:53.080017Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:09:53.080017Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cVuIJq0/PtsKPqrkDGZi65HYOndZG3oqEZcLsC7QA6zaHf48RKk04QJfHhD8iYj8X4KWYm3P4PHq9M4ThjAoBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:09:53.080498Z","signed_message":"canonical_sha256_bytes"},"source_id":"2308.09895","source_kind":"arxiv","source_version":6}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:aaa7395a30d8e6a06cbdba830c1de1131d47e0970c74e3a338b41d2ee2f0a53a","sha256:d42d196ed63d3fa538e65b85a1012d5225ce08b210f079cf037dca2f840f3fdb"],"state_sha256":"3493749bcf707ac10b5a8e0edd281fcb03cf2f2627534112a0f4c35e7a8fbd8c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/qaOVcOex5U0jhqmoDNIgtptVB7HoDbd9ySKWVZp6VICwcWaQthA3wNkEBmfoQp1q6J/zpsVqSKibnhq7CDzBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-31T21:05:08.867535Z","bundle_sha256":"ba04726df32261d62b9be2ab4f4cb3a8384f8701953d2748fe5a07e62bc25d41"}}