{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:6FFVUCVUUJL52TEA2P45SWYX7V","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":"7be9cea1b92eae137d7dc4d73d40f4bd2779d96dc892e38552054ad21d236753","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-05-23T15:04:26Z","title_canon_sha256":"963c4b79098c30a4078c18f07d28138281b77487471d02d92936abcd54d06575"},"schema_version":"1.0","source":{"id":"2205.11370","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2205.11370","created_at":"2026-07-05T04:28:00Z"},{"alias_kind":"arxiv_version","alias_value":"2205.11370v2","created_at":"2026-07-05T04:28:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2205.11370","created_at":"2026-07-05T04:28:00Z"},{"alias_kind":"pith_short_12","alias_value":"6FFVUCVUUJL5","created_at":"2026-07-05T04:28:00Z"},{"alias_kind":"pith_short_16","alias_value":"6FFVUCVUUJL52TEA","created_at":"2026-07-05T04:28:00Z"},{"alias_kind":"pith_short_8","alias_value":"6FFVUCVU","created_at":"2026-07-05T04:28:00Z"}],"graph_snapshots":[{"event_id":"sha256:607abadc0851fefd8e0b0ffb6ce39c92110acafa175226bb7bf0108202e53d81","target":"graph","created_at":"2026-07-05T04:28:00Z","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/2205.11370/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The Book of the Dean of Lismore (BDL) is a 16th-century Scottish Gaelic manuscript written in a non-standard orthography. In this work, we outline the problem of transliterating the text of the BDL into a standardised orthography, and perform exploratory experiments using Transformer-based models for this task. In particular, we focus on the task of word-level transliteration, and achieve a character-level BLEU score of 54.15 with our best model, a BART architecture pre-trained on the text of Scottish Gaelic Wikipedia and then fine-tuned on around 2,000 word-level parallel examples. Our initia","authors_text":"Edward Gow-Smith, Jade Scott, Mark McConville, Roibeard \\'O Maolalaigh, William Gillies","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-05-23T15:04:26Z","title":"Use of Transformer-Based Models for Word-Level Transliteration of the Book of the Dean of Lismore"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2205.11370","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:c2fb834c8dafa5a5556e209565a1b1b8806a05fade7e466ffeb25eb877b6da6a","target":"record","created_at":"2026-07-05T04:28:00Z","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":"7be9cea1b92eae137d7dc4d73d40f4bd2779d96dc892e38552054ad21d236753","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-05-23T15:04:26Z","title_canon_sha256":"963c4b79098c30a4078c18f07d28138281b77487471d02d92936abcd54d06575"},"schema_version":"1.0","source":{"id":"2205.11370","kind":"arxiv","version":2}},"canonical_sha256":"f14b5a0ab4a257dd4c80d3f9d95b17fd5b8ee01abfbdb50c52c0299122fbdeaf","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f14b5a0ab4a257dd4c80d3f9d95b17fd5b8ee01abfbdb50c52c0299122fbdeaf","first_computed_at":"2026-07-05T04:28:00.687192Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:28:00.687192Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"QNq50PlpxbzM+MX5bKuuSk0bawIrgrMGU5XWGj+v5VwExlEbtDc+0A6Er5k0Sm2Mu+uleb6s09uyOhC5dPGPCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T04:28:00.687633Z","signed_message":"canonical_sha256_bytes"},"source_id":"2205.11370","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c2fb834c8dafa5a5556e209565a1b1b8806a05fade7e466ffeb25eb877b6da6a","sha256:607abadc0851fefd8e0b0ffb6ce39c92110acafa175226bb7bf0108202e53d81"],"state_sha256":"bb325c69a8885d169793e4c62daf6f50900aefef27156f4328e650e1033914cf"}