{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:7M34LREGQR6RCCEHSD5QGNDOWE","short_pith_number":"pith:7M34LREG","canonical_record":{"source":{"id":"2306.02254","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2023-06-04T04:04:04Z","cross_cats_sorted":[],"title_canon_sha256":"b23186962010430a8d5d379e8cfd4c7351cbd401adfcf748db5f83da7e363c36","abstract_canon_sha256":"e859df63b66412413015c84fb7734aa6e84f42aff1fa8411f09e958813bda0dc"},"schema_version":"1.0"},"canonical_sha256":"fb37c5c486847d11088790fb03346eb12e00a9d5a7ec82a1e1e5eec6ddb265de","source":{"kind":"arxiv","id":"2306.02254","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2306.02254","created_at":"2026-07-05T06:17:53Z"},{"alias_kind":"arxiv_version","alias_value":"2306.02254v2","created_at":"2026-07-05T06:17:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2306.02254","created_at":"2026-07-05T06:17:53Z"},{"alias_kind":"pith_short_12","alias_value":"7M34LREGQR6R","created_at":"2026-07-05T06:17:53Z"},{"alias_kind":"pith_short_16","alias_value":"7M34LREGQR6RCCEH","created_at":"2026-07-05T06:17:53Z"},{"alias_kind":"pith_short_8","alias_value":"7M34LREG","created_at":"2026-07-05T06:17:53Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:7M34LREGQR6RCCEHSD5QGNDOWE","target":"record","payload":{"canonical_record":{"source":{"id":"2306.02254","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2023-06-04T04:04:04Z","cross_cats_sorted":[],"title_canon_sha256":"b23186962010430a8d5d379e8cfd4c7351cbd401adfcf748db5f83da7e363c36","abstract_canon_sha256":"e859df63b66412413015c84fb7734aa6e84f42aff1fa8411f09e958813bda0dc"},"schema_version":"1.0"},"canonical_sha256":"fb37c5c486847d11088790fb03346eb12e00a9d5a7ec82a1e1e5eec6ddb265de","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:17:53.223154Z","signature_b64":"pmnHHyq2mlt8i+PW0NL4YY9Q02bfprlLmpSaxxhQpN41Zc6cOLKgBVwcTxmx+ZgeHoBPz+jm7gE6gsGVqJGhCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"fb37c5c486847d11088790fb03346eb12e00a9d5a7ec82a1e1e5eec6ddb265de","last_reissued_at":"2026-07-05T06:17:53.222671Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:17:53.222671Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2306.02254","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":"2026-07-05T06:17:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"HgWYLuqgYdMxSnRAlpzdmhMvsc34UdOO/Z8S64HgxyG8XtN/a0N856cBAYTfcOTOA7WUi3WTIxAJLHSrZY4XDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-24T19:48:54.610217Z"},"content_sha256":"55e067ff68f0e9bb02670adff6bf4ab9d7b681ccc5f014ac16a63dac592167f4","schema_version":"1.0","event_id":"sha256:55e067ff68f0e9bb02670adff6bf4ab9d7b681ccc5f014ac16a63dac592167f4"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:7M34LREGQR6RCCEHSD5QGNDOWE","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Technical Report for Polyglot-Ko: Open-Source Large-Scale Korean Language Models","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Hyunwoong Ko, Jiwung Hyun, Kichang Yang, Kyubyong Park, Minho Ryu, Seungmu Yang, Sungho Park, Taekyoon Choi","submitted_at":"2023-06-04T04:04:04Z","abstract_excerpt":"Polyglot is a pioneering project aimed at enhancing the non-English language performance of multilingual language models. Despite the availability of various multilingual models such as mBERT (Devlin et al., 2019), XGLM (Lin et al., 2022), and BLOOM (Scao et al., 2022), researchers and developers often resort to building monolingual models in their respective languages due to the dissatisfaction with the current multilingual models non-English language capabilities. Addressing this gap, we seek to develop advanced multilingual language models that offer improved performance in non-English lang"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2306.02254","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/2306.02254/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":"2026-07-05T06:17:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"olQzVxA3W+FHBdmkoClv9Cjj3MBQ0fA+L7CB976tkniG1umqNXU2RalcXUtbG5DbAEZkTUAdcF64TTvdK371CA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-24T19:48:54.610615Z"},"content_sha256":"2a410b7ffef50b6050316837f74cc5d3ac10b4aaaa21559d70576484ef75aeb4","schema_version":"1.0","event_id":"sha256:2a410b7ffef50b6050316837f74cc5d3ac10b4aaaa21559d70576484ef75aeb4"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/7M34LREGQR6RCCEHSD5QGNDOWE/bundle.json","state_url":"https://pith.science/pith/7M34LREGQR6RCCEHSD5QGNDOWE/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/7M34LREGQR6RCCEHSD5QGNDOWE/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":"2026-07-24T19:48:54Z","links":{"resolver":"https://pith.science/pith/7M34LREGQR6RCCEHSD5QGNDOWE","bundle":"https://pith.science/pith/7M34LREGQR6RCCEHSD5QGNDOWE/bundle.json","state":"https://pith.science/pith/7M34LREGQR6RCCEHSD5QGNDOWE/state.json","well_known_bundle":"https://pith.science/.well-known/pith/7M34LREGQR6RCCEHSD5QGNDOWE/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:7M34LREGQR6RCCEHSD5QGNDOWE","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":"e859df63b66412413015c84fb7734aa6e84f42aff1fa8411f09e958813bda0dc","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2023-06-04T04:04:04Z","title_canon_sha256":"b23186962010430a8d5d379e8cfd4c7351cbd401adfcf748db5f83da7e363c36"},"schema_version":"1.0","source":{"id":"2306.02254","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2306.02254","created_at":"2026-07-05T06:17:53Z"},{"alias_kind":"arxiv_version","alias_value":"2306.02254v2","created_at":"2026-07-05T06:17:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2306.02254","created_at":"2026-07-05T06:17:53Z"},{"alias_kind":"pith_short_12","alias_value":"7M34LREGQR6R","created_at":"2026-07-05T06:17:53Z"},{"alias_kind":"pith_short_16","alias_value":"7M34LREGQR6RCCEH","created_at":"2026-07-05T06:17:53Z"},{"alias_kind":"pith_short_8","alias_value":"7M34LREG","created_at":"2026-07-05T06:17:53Z"}],"graph_snapshots":[{"event_id":"sha256:2a410b7ffef50b6050316837f74cc5d3ac10b4aaaa21559d70576484ef75aeb4","target":"graph","created_at":"2026-07-05T06:17:53Z","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/2306.02254/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Polyglot is a pioneering project aimed at enhancing the non-English language performance of multilingual language models. Despite the availability of various multilingual models such as mBERT (Devlin et al., 2019), XGLM (Lin et al., 2022), and BLOOM (Scao et al., 2022), researchers and developers often resort to building monolingual models in their respective languages due to the dissatisfaction with the current multilingual models non-English language capabilities. Addressing this gap, we seek to develop advanced multilingual language models that offer improved performance in non-English lang","authors_text":"Hyunwoong Ko, Jiwung Hyun, Kichang Yang, Kyubyong Park, Minho Ryu, Seungmu Yang, Sungho Park, Taekyoon Choi","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2023-06-04T04:04:04Z","title":"A Technical Report for Polyglot-Ko: Open-Source Large-Scale Korean Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2306.02254","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":"sha256:55e067ff68f0e9bb02670adff6bf4ab9d7b681ccc5f014ac16a63dac592167f4","target":"record","created_at":"2026-07-05T06:17:53Z","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":"e859df63b66412413015c84fb7734aa6e84f42aff1fa8411f09e958813bda0dc","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2023-06-04T04:04:04Z","title_canon_sha256":"b23186962010430a8d5d379e8cfd4c7351cbd401adfcf748db5f83da7e363c36"},"schema_version":"1.0","source":{"id":"2306.02254","kind":"arxiv","version":2}},"canonical_sha256":"fb37c5c486847d11088790fb03346eb12e00a9d5a7ec82a1e1e5eec6ddb265de","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fb37c5c486847d11088790fb03346eb12e00a9d5a7ec82a1e1e5eec6ddb265de","first_computed_at":"2026-07-05T06:17:53.222671Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:17:53.222671Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"pmnHHyq2mlt8i+PW0NL4YY9Q02bfprlLmpSaxxhQpN41Zc6cOLKgBVwcTxmx+ZgeHoBPz+jm7gE6gsGVqJGhCw==","signature_status":"signed_v1","signed_at":"2026-07-05T06:17:53.223154Z","signed_message":"canonical_sha256_bytes"},"source_id":"2306.02254","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:55e067ff68f0e9bb02670adff6bf4ab9d7b681ccc5f014ac16a63dac592167f4","sha256:2a410b7ffef50b6050316837f74cc5d3ac10b4aaaa21559d70576484ef75aeb4"],"state_sha256":"09b051ac5bc6c7dc61d560bded25243e5c609feb758df0bf9700e91b3b40f963"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"l1kmFfAWcCraAfDMTQdGN0SxeZOqdfmkKIpCbEi5i6XDKFgl0rLMBqVQoMBCOM2PLB2+ZujD29V7kb3JGHlSAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-24T19:48:54.612789Z","bundle_sha256":"d485d803beaf7c018efddf653676eaa2af11388205621d0cdae36c9111f31bc8"}}